Strike Zone Synergies: The Science of Pitching Clustering
Ben Scartz, Brian Papiernik, Jack Arbuckle
2024-02-06
Fangraphs Cleaning
When cleaning, we ran into the issue that some pitchers would appear in both the role as RP and SP for the same year which affected our pitcher_roles categorization later. So, we created two dataframes (sp_fangraphs and rp_fangraphs) that filter for those specific roles. Next, we joined by Year and MLBAMID that appeared in both sp_fangraphs and rp_fangraphs to get only the pitchers that appeared in both roles for that specific year
In this code, we created weights based on the percentage of TBF as SP divided by total TBF and percentage of TBF as RP divided by total TBF. Then, we applied the SP TBF weights and RP TBF weights to the corresponding non-sum variables for SP (ends in .x) and RP (ends in .y). After, we created new columns for each pitcher in each year based on summing the matching columns that end in both .x and .y with the newly applied weights to all their respective columns and created a new dataset that only included the newly summed columns on the newly applied weights. (final_dataset)
Next, we created two new dataframes (sp_not_in_rp and rp_not_in_sp) that anti-joined on sp_fangraphs and rp_fangraphs. After, we combine the two sets of unique rows into one data frame (combined_not_in_both).
In joined_data2, we select columns 10 to 47 and 316 to 353 which are
just the sum statistics from joined_data and assign to
joined_data2. We then create new columns by summing the
matching columns that end in both .x and .y for the sum statistics. We
then select only the newly summed columns
In joined_data3, we selected the characteristics stats for everyone in joined_data
Finally, we merged all the 3 datasets (joined_data3, joined_data2, final_dataset) together and bind the rows for the (combined_not_in_both) to the newly combined 3 dataset
# Load data and libraries
library(tidyverse)## Warning: package 'tidyverse' was built under R version 4.3.2## Warning: package 'lubridate' was built under R version 4.3.2## ── Attaching core tidyverse packages ──────────────────────── tidyverse 2.0.0 ──
## ✔ dplyr 1.1.2 ✔ readr 2.1.4
## ✔ forcats 1.0.0 ✔ stringr 1.5.0
## ✔ ggplot2 3.4.2 ✔ tibble 3.2.1
## ✔ lubridate 1.9.3 ✔ tidyr 1.3.0
## ✔ purrr 1.0.1
## ── Conflicts ────────────────────────────────────────── tidyverse_conflicts() ──
## ✖ dplyr::filter() masks stats::filter()
## ✖ dplyr::lag() masks stats::lag()
## ℹ Use the conflicted package (<http://conflicted.r-lib.org/>) to force all conflicts to become errorsstatcast <- read_csv('savant_pitch_level.csv')## Rows: 2136337 Columns: 91
## ── Column specification ────────────────────────────────────────────────────────
## Delimiter: ","
## chr (17): pitch_type, player_name, events, description, des, game_type, sta...
## dbl (72): release_speed, release_pos_x, release_pos_z, batter, pitcher, zon...
## lgl (1): sv_id
## date (1): game_date
##
## ℹ Use `spec()` to retrieve the full column specification for this data.
## ℹ Specify the column types or set `show_col_types = FALSE` to quiet this message.fangraphs_table <- read.csv('fangraphs_season_level.csv')#Filter the 'fangraphs_table' for starting pitchers (SP) and assign to 'sp_fangraphs'
sp_fangraphs <- fangraphs_table %>%
filter(Role == "SP")
#Filter the 'fangraphs_table' for starting pitchers (RP) and assign to 'rp_fangraphs'
rp_fangraphs <- fangraphs_table %>%
filter(Role == "RP")
# Join 'sp_fangraphs' and 'rp_fangraphs' on 'Season' and 'MLBAMID'
joined_data <- inner_join(sp_fangraphs, rp_fangraphs, by = c("Season", "MLBAMID"))
# Add new columns to 'joined_data': 'totalTBF', 'SPweightTBF', and 'RPweightTBF'
joined_data <- joined_data %>%
mutate(totalTBF = TBF.x + TBF.y, #adding Total Batters Faced as a reliever and as a starter
SPweightTBF = TBF.x / totalTBF, #creates a weighted starter TBF based on TBF as a starter divided by total TBF
RPweightTBF = 1 - SPweightTBF) #creates a weighted reliever TBF based on 1 minus weighted starter TBF
head(joined_data)## PlayerId.x MLBAMID Name.x NameASCII.x Throws.x Season Age.x
## 1 1157 488984 Tommy Hunter Tommy Hunter R 2021 34
## 2 1943 425844 Zack Greinke Zack Greinke R 2021 37
## 3 2608 468504 Jhoulys ChacÃÂn Jhoulys Chacin R 2021 33
## 4 3200 429722 Ervin Santana Ervin Santana R 2021 38
## 5 4776 533167 Matt Shoemaker Matt Shoemaker R 2021 34
## 6 5372 501381 Michael Pineda Michael Pineda R 2021 32
## Team.x Role.x G.x GS.x IP.x TBF.x W.x L.x CG.x ShO.x SV.x BS.x HLD.x SD.x
## 1 NYM SP 1 1 2.0 7 0 0 0 0 0 0 0 0
## 2 HOU SP 29 29 168.2 688 11 6 1 0 0 0 0 0
## 3 COL SP 1 1 4.0 16 0 0 0 0 0 0 0 0
## 4 KCR SP 2 2 6.0 25 0 1 0 0 0 0 0 0
## 5 MIN SP 11 11 50.2 234 2 7 0 0 0 0 0 0
## 6 MIN SP 21 21 106.1 446 8 8 0 0 0 0 0 0
## MD.x Pulls.x ERA.x R.x ER.x H.x HR.x SO.x BB.x IBB.x HBP.x WP.x BK.x
## 1 0 1 0.000000 0 0 0 0 1 0 0 0 0 0
## 2 0 28 4.108687 80 77 162 29 117 36 0 2 3 0
## 3 0 1 4.500000 2 2 4 1 3 1 0 0 0 0
## 4 0 2 6.000000 4 4 6 1 3 1 0 0 0 0
## 5 0 11 7.282890 43 41 59 11 34 21 0 2 1 0
## 6 0 21 3.724150 49 44 112 17 85 20 1 2 1 0
## Events.x GB.x LD.x FB.x IFFB.x BU.x IFH.x BUH.x Balls.x Strikes.x Pitches.x
## 1 6 3 0 2 0 0 0 0 4 13 17
## 2 533 233 124 171 15 5 8 1 930 1619 2549
## 3 12 9 2 1 0 0 1 0 21 32 53
## 4 21 5 6 9 0 1 0 0 28 55 83
## 5 177 78 35 60 7 3 2 0 312 562 874
## 6 339 134 74 126 8 5 11 1 509 1154 1663
## RS.x RS_per_9.x K_pct.x BB_pct.x K_minus_BB_pct.x K_per_9.x BB_per_9.x
## 1 0 0.000000 0.1429 0.0000 0.1429 4.50000 0.000000
## 2 102 5.442677 0.1701 0.0523 0.1177 6.24307 1.920945
## 3 2 4.500000 0.1875 0.0625 0.1250 6.75000 2.250000
## 4 4 6.000000 0.1200 0.0400 0.0800 4.50000 1.500000
## 5 32 5.684207 0.1453 0.0897 0.0556 6.03947 3.730261
## 6 63 5.332305 0.1906 0.0448 0.1457 7.19438 1.692795
## K_to_BB.x H_per_9.x HR_per_9.x AVG.x WHIP.x BABIP.x LOB_pct.x
## 1 1.000 0.000000 0.000000 0.0000000 0.000000 0.0000000 1.0000
## 2 3.250 8.644251 1.547428 0.2492308 1.173911 0.2638889 0.7528
## 3 3.000 9.000000 2.250000 0.2666667 1.250000 0.2727273 0.8333
## 4 3.000 9.000000 1.500000 0.2500000 1.166667 0.2500000 0.5357
## 5 1.619 10.480257 1.953946 0.2796209 1.578946 0.2891566 0.5856
## 6 4.250 9.479654 1.438876 0.2641509 1.241383 0.2950311 0.7713
## GB_pct.x LD_pct.x FB_pct.x IFFB_pct.x GB_to_FB.x HR_to_FB.x IFH_pct.x
## 1 0.6000000 0.0000000 0.40000000 0.00000000 1.5000000 0.0000000 0.00000000
## 2 0.4412879 0.2348485 0.32386364 0.08771930 1.3625731 0.1695906 0.03433476
## 3 0.7500000 0.1666667 0.08333333 0.00000000 9.0000000 1.0000000 0.11111111
## 4 0.2500000 0.3000000 0.45000000 0.00000000 0.5555556 0.1111111 0.00000000
## 5 0.4508671 0.2023121 0.34682081 0.11666667 1.3000000 0.1833333 0.02564103
## 6 0.4011976 0.2215569 0.37724551 0.06349206 1.0634921 0.1349206 0.08208955
## BUH_pct.x FIP.x xFIP.x SIERA.x tERA.x kwERA.x E_minus_F.x RAR.x
## 1 0.0 2.170030 3.934390 4.262984 0.457289 4.438624 -2.1700303 0.6536070
## 2 0.2 4.693743 4.247334 4.580386 5.417891 4.740119 -0.5850553 12.9940004
## 3 0.0 5.670030 2.861120 2.866858 6.854910 4.652910 -1.1700303 -0.0187822
## 4 0.0 4.836697 5.316570 5.618764 7.014478 5.192910 1.1633030 0.3374090
## 5 0.0 6.012134 5.279140 5.361765 6.126318 5.486243 1.2707564 -2.9674499
## 6 0.2 4.270347 4.282661 4.373213 4.702638 4.404031 -0.5461976 12.3851995
## WAR.x Dollars.x WPA.x RE24.x REW.x pLI.x inLI.x
## 1 0.06757930 0.5406340 0.094082 0.8821 0.0985036 0.774114 0.900000
## 2 1.26963997 10.1571999 0.611129 4.5140 0.4259120 0.924694 0.907308
## 3 -0.00180632 -0.0144506 0.050612 0.5918 0.0503874 0.848235 0.964150
## 4 0.03322990 0.2658390 -0.046028 -0.1836 -0.0198509 0.869360 0.946114
## 5 -0.27813500 -2.2250800 -0.558082 -14.0962 -1.3885500 0.936788 0.858931
## 6 1.23341000 9.8672600 0.491852 4.9646 0.4959300 0.962211 0.936807
## gmLI.x exLI.x WPA_to_LI.x Clutch.x OSwing_pct.x ZSwing_pct.x
## 1 0.870000 0.990000 0.10859400 0.01294107 0.1667 0.6364
## 2 0.873103 1.226560 0.13609999 0.52479862 0.3223 0.6763
## 3 0.870000 1.190000 -0.00906135 0.06872878 0.3125 0.7619
## 4 0.870000 1.572800 0.04284250 -0.09578719 0.3529 0.6563
## 5 0.890000 0.868236 -0.77391100 0.17817112 0.3450 0.7011
## 6 0.872381 0.971124 -0.10274100 0.61390953 0.3701 0.7107
## Swing_pct.x OContact_pct.x ZContact_pct.x Contact_pct.x Zone_pct.x
## 1 0.4706 1.0000 1.0000 1.0000 0.6471
## 2 0.4574 0.6693 0.9043 0.8019 0.3817
## 3 0.4906 0.6000 0.9375 0.8077 0.3962
## 4 0.4699 0.6667 0.9524 0.8205 0.3855
## 5 0.4908 0.6629 0.8645 0.7809 0.4096
## 6 0.5159 0.6591 0.8953 0.7984 0.4281
## FStrike_pct.x SwStr_pct.x CStr_pct.x CSW_pct.x ERA_minus.x FIP_minus.x
## 1 0.5714 0.0000 0.2353 0.2353 0.00000 51.30117
## 2 0.6613 0.0906 0.1765 0.2672 95.80868 111.00055
## 3 0.6250 0.0943 0.1132 0.2075 93.05939 126.86990
## 4 0.6800 0.0843 0.1928 0.2771 133.25421 113.38503
## 5 0.6453 0.1076 0.1499 0.2574 170.57054 141.86364
## 6 0.6973 0.1040 0.1756 0.2796 87.22227 101.04932
## xFIP_minus.x Pace.x RA9_WAR.x BIP_Wins.x LOB_Wins.x FDP_Wins.x Pull_pct.x
## 1 92.55049 20.3000 0.1354990 0.1553250 -0.0874048 0.0679201 0.8000
## 2 99.15196 23.4843 2.8633001 1.1693000 0.4243510 1.5936500 0.4071
## 3 67.02992 22.8889 0.0821856 0.0119747 0.0720172 0.0839919 0.6667
## 4 123.86825 21.7895 0.0128435 0.0644235 -0.0848099 -0.0203864 0.3810
## 5 123.00301 24.5008 -0.9059050 0.0430229 -0.6707930 -0.6277700 0.4886
## 6 99.96858 24.6748 1.9007699 -0.0629799 0.7303410 0.6673610 0.4218
## Cent_pct.x Oppo_pct.x Soft_pct.x Med_pct.x Hard_pct.x TTO_pct.x FRM.x
## 1 0.0000 0.2000 0.0000 0.6000 0.4000 0.1429 0.015000000
## 2 0.3340 0.2589 0.1557 0.5385 0.3058 0.2645 0.167679995
## 3 0.2500 0.0833 0.1667 0.5833 0.2500 0.3125 0.000621762
## 4 0.4286 0.1905 0.1429 0.5238 0.3333 0.2000 -0.061530601
## 5 0.3466 0.1648 0.1534 0.5625 0.2841 0.2821 0.260331988
## 6 0.3628 0.2153 0.1298 0.5103 0.3599 0.2735 0.398750007
## K_pct_plus.x BB_pct_plus.x K_per_9_plus.x BB_per_9_plus.x K_to_BB_plus.x
## 1 61.28236 0.00000 50.24492 0.00000 NA
## 2 73.78146 61.53678 70.57850 58.86528 119.89833
## 3 80.43309 70.45509 75.36737 66.01783 114.16220
## 4 52.06322 47.04145 50.87293 45.96588 110.67538
## 5 63.03951 105.54171 68.27678 114.30982 59.72957
## 6 82.68636 52.73705 81.33314 51.87389 156.79012
## H_per_9_plus.x HR_per_9_plus.x AVG_plus.x WHIP_plus.x BABIP_plus.x
## 1 0.0000 0.0000 0.0000 0.00000 0.00000
## 2 102.3327 120.6289 102.3728 90.22032 90.49563
## 3 109.3575 183.2621 111.9052 96.66543 94.85044
## 4 106.5442 116.9317 102.6888 89.66358 85.73270
## 5 124.0678 152.3188 114.8557 121.34914 99.16072
## 6 112.2224 112.1668 108.5014 95.40589 101.17524
## LOB_pct_plus.x GB_pct_plus.x LD_pct_plus.x FB_pct_plus.x HR_to_FB_pct_plus.x
## 1 NA 137.82426 0.00000 112.23975 0.0000
## 2 104.66924 104.45648 114.62622 86.90663 126.1038
## 3 115.28856 172.28032 80.01933 23.38328 729.7139
## 4 74.48338 59.17706 146.42575 120.75447 82.6197
## 5 81.41727 106.72395 98.74569 93.06703 136.3225
## 6 107.24165 94.96678 108.13878 101.23130 100.3239
## Pull_pct_plus.x Cent_pct_plus.x Oppo_pct_plus.x Med_pct_plus.x
## 1 201.12884 0.00000 80.03297 116.91690
## 2 101.35490 96.12093 103.20270 104.53858
## 3 167.60736 70.95258 33.34707 113.66920
## 4 94.83812 123.35262 75.92414 101.69399
## 5 121.64605 99.75676 65.67869 109.20548
## 6 105.01433 104.43128 85.83459 99.07597
## Hard_pct_plus.x EV.x LA.x Barrels.x Barrel_pct.x maxEV.x HardHit.x
## 1 124.58032 86.11440 11.644860 0 0.0000 101.566 1
## 2 95.14297 88.24564 10.712803 35 0.0657 113.180 187
## 3 77.86270 81.93942 -7.849892 1 0.0833 105.571 3
## 4 103.70389 90.27315 20.941316 3 0.1429 115.485 7
## 5 88.38400 88.75491 12.360635 16 0.0904 111.505 68
## 6 111.96349 91.20150 15.186228 31 0.0914 114.748 158
## HardHit_pct.x FA_pct.x FAv.x SL_pct.x SLv.x CT_pct.x CTv.x CB_pct.x
## 1 0.1667 0.5882 91.3000 NA NA 0.4118 89.1429 NA
## 2 0.3508 0.4625 88.9432 0.1522 83.5928 NA NA 0.1663
## 3 0.2500 0.5283 92.7857 0.3208 81.7059 0.1321 89.0000 NA
## 4 0.3333 0.5422 93.1333 0.4337 84.3611 NA NA NA
## 5 0.3842 0.4108 91.5432 0.2792 82.0861 NA NA NA
## 6 0.4661 0.5412 90.7178 0.2892 81.2890 NA NA NA
## CBv.x CH_pct.x CHv.x SF_pct.x SFv.x KN_pct.x KNv.x XX_pct.x PO_pct.x
## 1 NA NA NA NA NA NA NA NA NA
## 2 71.1863 0.2189 86.3154 NA NA NA NA NA NA
## 3 NA 0.0189 84.0000 NA NA NA NA NA NA
## 4 NA 0.0241 88.0000 NA NA NA NA NA NA
## 5 NA NA NA 0.3101 85.1808 NA NA NA NA
## 6 NA 0.1696 85.5319 NA NA NA NA 0.0024 NA
## wFB.x wSL.x wCT.x wCB.x wCH.x wSF.x wKN.x wFB_per_c.x
## 1 0.970334 NA 0.262485 NA NA NA NA 9.7033399
## 2 1.353480 -2.5583601 NA 0.26958 8.2634602 NA NA 0.1147990
## 3 0.428447 -0.2775150 -0.188138 NA 0.0903106 NA NA 1.5301679
## 4 -0.190935 0.0460657 NA NA 0.1302440 NA NA -0.4243000
## 5 -6.383820 -3.7189600 NA NA NA -2.68283 NA -1.7782229
## 6 1.588750 -1.6935900 NA NA -4.9156299 NA NA 0.1765278
## wSL_per_c.x wCT_per_c.x wCB_per_c.x wCH_per_c.x wSF_per_c.x wKN_per_c.x
## 1 NA 3.749786 NA NA NA NA
## 2 -0.6593712 NA 0.06358019 1.480907 NA NA
## 3 -1.6324411 -2.687686 NA 9.031060 NA NA
## 4 0.1279603 NA NA 6.512200 NA NA
## 5 -1.5241640 NA NA NA -0.9899742 NA
## 6 -0.3520977 NA NA -1.743131 NA NA
## FA_pct_sc.x FC_pct_sc.x FS_pct_sc.x FO_pct_sc.x SI_pct_sc.x SL_pct_sc.x
## 1 NA 0.4118 NA NA 0.5882 NA
## 2 0.4033 NA NA NA 0.0573 0.1518
## 3 0.1698 NA NA NA 0.3585 0.1321
## 4 0.5422 NA NA NA NA 0.4337
## 5 0.2426 NA 0.3135 NA 0.1682 0.2632
## 6 0.5415 NA NA NA NA 0.2900
## CU_pct_sc.x KC_pct_sc.x EP_pct_sc.x CH_pct_sc.x SC_pct_sc.x KN_pct_sc.x
## 1 NA NA NA NA NA NA
## 2 0.1648 NA 8e-04 0.2197 NA NA
## 3 0.3208 NA NA 0.0189 NA NA
## 4 NA NA NA 0.0241 NA NA
## 5 NA 0.0126 NA NA NA NA
## 6 NA NA NA 0.1685 NA NA
## UN_pct_sc.x vFA_sc.x vFC_sc.x vFS_sc.x vFO_sc.x vSI_sc.x vSL_sc.x vCU_sc.x
## 1 NA NA 89.07143 NA NA 91.34000 NA NA
## 2 NA 88.86216 NA NA NA 89.51781 83.56693 71.20024
## 3 NA 92.88889 NA NA NA 92.73684 88.97143 81.58824
## 4 NA 93.14444 NA NA NA NA 84.34722 NA
## 5 NA 91.48868 NA 85.0927 NA 91.57143 82.24609 NA
## 6 NA 90.66266 NA NA NA NA 81.23506 NA
## vKC_sc.x vEP_sc.x vCH_sc.x vSC_sc.x vKN_sc.x FA_X_sc.x FC_X_sc.x FS_X_sc.x
## 1 NA NA NA NA NA NA 1.151429 NA
## 2 NA 52.2 86.3525 NA NA -1.117743 NA NA
## 3 NA NA 83.7000 NA NA -2.927778 NA NA
## 4 NA NA 87.6500 NA NA -2.824222 NA NA
## 5 77.43636 NA NA NA NA -5.781981 NA -7.079854
## 6 NA NA 85.4950 NA NA -4.421867 NA NA
## FO_X_sc.x SI_X_sc.x SL_X_sc.x CU_X_sc.x KC_X_sc.x EP_X_sc.x CH_X_sc.x
## 1 NA -8.373000 NA NA NA NA NA
## 2 NA -7.842192 3.9547804 6.146952 NA 1.59 -7.525053
## 3 NA -6.472105 0.2614286 5.550000 NA NA -0.710000
## 4 NA NA 2.0261112 NA NA NA -6.705000
## 5 NA -9.474626 1.4109565 NA 5.193636 NA NA
## 6 NA NA -0.6810581 NA NA NA -9.773179
## SC_X_sc.x KN_X_sc.x FA_Z_sc.x FC_Z_sc.x FS_Z_sc.x FO_Z_sc.x SI_Z_sc.x
## 1 NA NA NA 6.468571 NA NA 7.457000
## 2 NA NA 9.704115 NA NA NA 6.867534
## 3 NA NA 7.141111 NA NA NA 5.647369
## 4 NA NA 9.438000 NA NA NA NA
## 5 NA NA 9.956462 NA 3.033577 NA 6.629728
## 6 NA NA 8.586267 NA NA NA NA
## SL_Z_sc.x CU_Z_sc.x KC_Z_sc.x EP_Z_sc.x CH_Z_sc.x SC_Z_sc.x KN_Z_sc.x
## 1 NA NA NA NA NA NA NA
## 2 2.147494 -6.1147618 NA 11.035 3.085696 NA NA
## 3 3.620000 0.1029412 NA NA 3.200000 NA NA
## 4 2.222222 NA NA NA 7.560000 NA NA
## 5 1.404087 NA -1.147273 NA NA NA NA
## 6 1.143755 NA NA NA 5.174357 NA NA
## wFA_sc.x wFC_sc.x wFS_sc.x wFO_sc.x wSI_sc.x wSL_sc.x wCU_sc.x
## 1 NA 0.2461836 NA NA 0.9653655 NA NA
## 2 2.9984491 NA NA NA -2.7198757 -2.33006804 0.8444083
## 3 -0.3305191 NA NA NA 0.7586884 -0.18667325 -0.2828667
## 4 -0.1014198 NA NA NA NA -0.01847751 NA
## 5 -2.3870250 NA -1.661814 NA -3.9860652 -2.90744762 NA
## 6 1.6039925 NA NA NA NA -1.62000511 NA
## wKC_sc.x wEP_sc.x wCH_sc.x wSC_sc.x wKN_sc.x wFA_per_c_sc.x
## 1 NA NA NA NA NA NA
## 2 NA 0.08958627 9.07645145 NA NA 0.2916779
## 3 NA NA 0.08966748 NA NA -3.6724341
## 4 NA NA 0.12965198 NA NA -0.2253773
## 5 -1.173539 NA NA NA NA -1.1259552
## 6 NA NA -4.69832540 NA NA 0.1782214
## wFC_per_c_sc.x wFS_per_c_sc.x wFO_per_c_sc.x wSI_per_c_sc.x wSL_per_c_sc.x
## 1 3.516908 NA NA 9.653655 NA
## 2 NA NA NA -1.862929 -0.60208476
## 3 NA NA NA 3.993097 -2.66676072
## 4 NA NA NA NA -0.05132643
## 5 NA -0.6065016 NA -2.711609 -1.26410766
## 6 NA NA NA NA -0.33610065
## wCU_per_c_sc.x wKC_per_c_sc.x wEP_per_c_sc.x wCH_per_c_sc.x wSC_per_c_sc.x
## 1 NA NA NA NA NA
## 2 0.2010496 NA 4.479313 1.620795 NA
## 3 -1.6639218 NA NA 8.966748 NA
## 4 NA NA NA 6.482599 NA
## 5 NA -10.66854 NA NA NA
## 6 NA NA NA -1.677973 NA
## wKN_per_c_sc.x OSwing_pct_sc.x ZSwing_pct_sc.x Swing_pct_sc.x
## 1 NA 0.2000 0.6667 0.5294
## 2 NA 0.2975 0.6415 0.4582
## 3 NA 0.2593 0.7308 0.4906
## 4 NA 0.2973 0.6087 0.4699
## 5 NA 0.3165 0.6826 0.4920
## 6 NA 0.3396 0.6782 0.5162
## OContact_pct_sc.x ZContact_pct_sc.x Contact_pct_sc.x Zone_pct_sc.x botERA.x
## 1 1.0000 1.0000 1.0000 0.7059 2.432060
## 2 0.6213 0.8953 0.8005 0.4672 4.839640
## 3 0.5714 0.8947 0.8077 0.4906 5.582160
## 4 0.5455 0.9286 0.8205 0.5542 5.246973
## 5 0.6181 0.8636 0.7814 0.4794 4.872076
## 6 0.5926 0.8912 0.7972 0.5217 4.643365
## botOvr_CH.x botStf_CH.x botCmd_CH.x botOvr_CU.x botStf_CU.x botCmd_CU.x
## 1 NA NA NA NA NA NA
## 2 50.42632 46.83624 53.84100 61.76108 34.89584 63.46202
## 3 80.00000 40.00855 80.00000 56.59242 44.34712 69.67419
## 4 20.00000 34.09888 38.28007 NA NA NA
## 5 NA NA NA NA NA NA
## 6 52.86354 42.79656 60.35878 NA NA NA
## botOvr_FA.x botStf_FA.x botCmd_FA.x botOvr_SI.x botStf_SI.x botCmd_SI.x
## 1 NA NA NA 62.64407 47.30210 64.74398
## 2 48.30466 32.03922 59.44796 36.37817 36.63814 41.89272
## 3 28.98999 37.55953 32.80796 30.94132 33.29485 30.36850
## 4 33.51558 40.72670 33.03430 NA NA NA
## 5 45.78871 36.82390 55.03096 39.59498 41.96177 45.17504
## 6 48.28678 26.65320 66.24292 NA NA NA
## botOvr_SL.x botStf_SL.x botCmd_SL.x botOvr_KC.x botStf_KC.x botCmd_KC.x
## 1 NA NA NA NA NA NA
## 2 38.55598 27.49158 52.14763 NA NA NA
## 3 46.97429 33.73379 55.33685 NA NA NA
## 4 56.98273 39.22904 62.17235 NA NA NA
## 5 49.92448 41.76413 54.56995 56.56366 42.98963 60.45969
## 6 48.53563 49.62117 49.07718 NA NA NA
## botOvr_FC.x botStf_FC.x botCmd_FC.x botOvr_FS.x botStf_FS.x botCmd_FS.x
## 1 65.13422 46.29685 71.85373 NA NA NA
## 2 NA NA NA NA NA NA
## 3 NA NA NA NA NA NA
## 4 NA NA NA NA NA NA
## 5 NA NA NA 52.12882 38.79827 60.1107
## 6 NA NA NA NA NA NA
## botOvr.x botStf.x botCmd.x botxRV100.x Stf_plus_CH.x Loc_plus_CH.x
## 1 71.76892 45.85764 78.59114 -1.2213100 NA NA
## 2 46.77265 31.44338 57.65308 0.3837449 109.51339 102.1836
## 3 39.06360 31.86151 47.49613 0.8787600 22.90000 33.7000
## 4 42.54366 38.19025 47.80759 0.6552984 88.55000 87.1000
## 5 46.43589 40.94798 52.86174 0.4053685 NA NA
## 6 48.81040 34.52874 63.23885 0.2528955 77.10607 100.2679
## Pit_plus_CH.x Stf_plus_CU.x Loc_plus_CU.x Pit_plus_CU.x Stf_plus_FA.x
## 1 NA NA NA NA NA
## 2 103.09804 97.2269 102.1517 99.11524 79.15934
## 3 72.70000 101.2000 103.6000 100.80000 70.10000
## 4 75.55000 NA NA NA 74.51111
## 5 NA NA NA NA 80.46745
## 6 93.11571 NA NA NA 70.48700
## Loc_plus_FA.x Pit_plus_FA.x Stf_plus_SI.x Loc_plus_SI.x Pit_plus_SI.x
## 1 NA NA 91.10000 119.20000 110.40000
## 2 102.68589 94.45856 84.71507 96.83630 86.48767
## 3 96.30000 84.20000 64.60000 91.40000 90.20000
## 4 90.94444 87.01111 NA NA NA
## 5 98.80236 90.58019 81.71769 95.46054 89.80816
## 6 107.66989 95.15333 NA NA NA
## Stf_plus_SL.x Loc_plus_SL.x Pit_plus_SL.x Stf_plus_KC.x Loc_plus_KC.x
## 1 NA NA NA NA NA
## 2 98.67778 103.53514 103.89974 NA NA
## 3 79.30000 84.90000 98.10000 NA NA
## 4 106.01667 103.44167 108.00000 NA NA
## 5 97.47000 98.41087 99.91043 79.3 95.08182
## 6 91.97801 107.84772 108.44585 NA NA
## Pit_plus_KC.x Stf_plus_FC.x Loc_plus_FC.x Pit_plus_FC.x Stf_plus_FS.x
## 1 NA 103.4 108.4 104 NA
## 2 NA NA NA NA NA
## 3 NA NA NA NA NA
## 4 NA NA NA NA NA
## 5 92.6 NA NA NA 100.0011
## 6 NA NA NA NA NA
## Loc_plus_FS.x Pit_plus_FS.x Stf_plus_FO.x Loc_plus_FO.x Pit_plus_FO.x
## 1 NA NA NA NA NA
## 2 NA NA NA NA NA
## 3 NA NA NA NA NA
## 4 NA NA NA NA NA
## 5 102.4102 102.8504 NA NA NA
## 6 NA NA NA NA NA
## Stuff_plus.x Location_plus.x Pitching_plus.x PlayerId.y Name.y
## 1 96.16471 114.75294 107.76471 1157 Tommy Hunter
## 2 92.10000 102.27168 98.10337 1943 Zack Greinke
## 3 78.42830 94.19811 93.29434 2608 Jhoulys ChacÃÂn
## 4 88.51446 96.27229 95.83855 3200 Ervin Santana
## 5 91.29621 99.17543 96.76590 4776 Matt Shoemaker
## 6 77.80580 106.48243 98.65127 5372 Michael Pineda
## NameASCII.y Throws.y Age.y Team.y Role.y G.y GS.y IP.y TBF.y W.y L.y CG.y
## 1 Tommy Hunter R 34 NYM RP 3 0 6.0 26 0 0 0
## 2 Zack Greinke R 37 HOU RP 1 0 2.1 9 0 0 0
## 3 Jhoulys Chacin R 33 COL RP 45 0 60.1 253 3 2 0
## 4 Ervin Santana R 38 KCR RP 36 0 59.1 252 2 1 0
## 5 Matt Shoemaker R 34 MIN RP 5 0 9.2 50 1 1 0
## 6 Michael Pineda R 32 MIN RP 1 0 3.0 12 1 0 0
## ShO.y SV.y BS.y HLD.y SD.y MD.y Pulls.y ERA.y R.y ER.y H.y HR.y SO.y BB.y
## 1 0 0 0 0 1 0 3 0.000000 0 0 4 0 5 3
## 2 0 0 0 1 1 0 1 7.714297 2 2 2 1 3 0
## 3 0 0 2 17 22 6 42 4.325969 30 29 49 7 44 27
## 4 0 0 0 0 4 4 17 4.550564 31 30 59 8 49 21
## 5 0 0 0 0 1 2 1 12.103444 13 13 14 4 6 6
## 6 0 0 0 0 1 0 1 0.000000 0 0 2 0 3 1
## IBB.y HBP.y WP.y BK.y Events.y GB.y LD.y FB.y IFFB.y BU.y IFH.y BUH.y Balls.y
## 1 0 1 1 0 17 7 5 4 1 1 0 0 34
## 2 0 0 0 0 6 4 1 1 0 0 0 0 9
## 3 0 0 1 0 182 79 40 60 5 2 11 0 390
## 4 1 2 7 2 180 66 40 73 4 1 7 0 363
## 5 1 1 0 0 37 16 8 12 1 1 1 0 69
## 6 0 0 0 0 8 2 2 4 0 0 0 0 19
## Strikes.y Pitches.y RS.y RS_per_9.y K_pct.y BB_pct.y K_minus_BB_pct.y
## 1 58 92 4 6.000000 0.1923 0.1154 0.0769
## 2 19 28 2 7.714297 0.3333 0.0000 0.3333
## 3 627 1017 29 4.325969 0.1739 0.1067 0.0672
## 4 617 980 28 4.247193 0.1944 0.0833 0.1111
## 5 121 190 5 4.655171 0.1200 0.1200 0.0000
## 6 25 44 1 3.000000 0.2500 0.0833 0.1667
## K_per_9.y BB_per_9.y K_to_BB.y H_per_9.y HR_per_9.y AVG.y WHIP.y
## 1 7.500000 4.500000 1.6667 6.000000 0.000000 0.1818182 1.1666667
## 2 11.571446 0.000000 3.0000 7.714297 3.857149 0.2222222 0.8571441
## 3 6.563539 4.027626 1.6296 7.309396 1.044199 0.2168142 1.2596692
## 4 7.432588 3.185395 2.3333 8.949443 1.213484 0.2576419 1.3483153
## 5 5.586205 5.586205 1.0000 13.034478 3.724137 0.3255814 2.0689648
## 6 9.000000 3.000000 3.0000 6.000000 0.000000 0.1818182 1.0000000
## BABIP.y LOB_pct.y GB_pct.y LD_pct.y FB_pct.y IFFB_pct.y GB_to_FB.y
## 1 0.2352941 1.0000 0.4375000 0.3125000 0.2500000 0.25000000 1.7500000
## 2 0.2000000 0.0000 0.6666667 0.1666667 0.1666667 0.00000000 4.0000000
## 3 0.2400000 0.6949 0.4413408 0.2234637 0.3351955 0.08333333 1.3166667
## 4 0.2965116 0.7203 0.3687151 0.2234637 0.4078212 0.05479452 0.9041096
## 5 0.3030303 0.5195 0.4444444 0.2222222 0.3333333 0.08333333 1.3333333
## 6 0.2500000 1.0000 0.2500000 0.2500000 0.5000000 0.00000000 0.5000000
## HR_to_FB.y IFH_pct.y BUH_pct.y FIP.y xFIP.y SIERA.y tERA.y kwERA.y
## 1 0.0000000 0.0000000 0 3.503364 4.679604 4.692691 4.712296 5.229833
## 2 1.0000000 0.0000000 0 6.170035 1.354753 1.353345 6.182322 2.152910
## 3 0.1166667 0.1392405 0 4.562296 4.808621 4.866784 5.954045 5.346586
## 4 0.1095890 0.1060606 0 4.434076 4.852025 4.438119 5.127547 4.819577
## 5 0.3333333 0.0625000 0 9.480373 6.291304 5.740580 9.850350 6.152910
## 6 0.0000000 0.0000000 0 2.170030 4.522510 3.995622 2.828992 4.152910
## E_minus_F.y RAR.y WAR.y Dollars.y WPA.y RE24.y REW.y
## 1 -3.5033636 0.566930 0.0576108 0.460886 0.2004080 2.882 0.3034430
## 2 1.5442623 -0.672134 -0.0645914 -0.516731 0.1134600 -0.770 -0.0792181
## 3 -0.2363271 1.670490 0.1674210 1.339370 1.7869600 1.894 0.0746191
## 4 0.1164883 0.619674 0.0619701 0.495761 0.0391174 0.282 0.0681940
## 5 2.6230712 -5.203570 -0.4798210 -3.838570 0.2162640 -8.097 -0.8113600
## 6 -2.1700303 0.791299 0.0831132 0.664905 0.1838660 1.578 0.1563150
## pLI.y inLI.y gmLI.y exLI.y WPA_to_LI.y Clutch.y OSwing_pct.y
## 1 0.715007 0.599233 0.602467 0.720867 0.141754 0.13853416 0.3269
## 2 1.315510 1.307870 1.730000 2.114800 0.067716 0.01853191 0.3750
## 3 1.119230 1.050500 1.296580 1.393600 0.527588 1.06900961 0.2915
## 4 0.468429 0.432664 0.477167 0.820941 -0.482133 0.56564064 0.3455
## 5 0.971569 0.956370 0.911760 0.000000 -0.404392 0.62698453 0.3475
## 6 1.132770 1.146330 1.254600 1.096000 0.129233 0.03308239 0.2857
## ZSwing_pct.y Swing_pct.y OContact_pct.y ZContact_pct.y Contact_pct.y
## 1 0.6750 0.4783 0.7647 0.9630 0.8864
## 2 0.8333 0.5714 0.3333 0.9000 0.6875
## 3 0.6833 0.4533 0.6667 0.8676 0.7918
## 4 0.6960 0.4796 0.5981 0.8966 0.7638
## 5 0.7361 0.4947 0.7073 0.9245 0.8298
## 6 0.6250 0.4091 0.3750 0.9000 0.6667
## Zone_pct.y FStrike_pct.y SwStr_pct.y CStr_pct.y CSW_pct.y ERA_minus.y
## 1 0.4348 0.6923 0.0543 0.1413 0.1957 0.00000
## 2 0.4286 0.5556 0.1786 0.1071 0.2857 179.88631
## 3 0.4130 0.5415 0.0944 0.1583 0.2527 89.46045
## 4 0.3827 0.5873 0.1133 0.1490 0.2622 101.06364
## 5 0.3789 0.6200 0.0842 0.1368 0.2211 283.47139
## 6 0.3636 0.6667 0.1364 0.1364 0.2727 0.00000
## FIP_minus.y xFIP_minus.y Pace.y RA9_WAR.y BIP_Wins.y LOB_Wins.y FDP_Wins.y
## 1 83.44687 110.27042 22.4127 0.2768440 0.0772889 0.14194500 0.2192330
## 2 145.60305 32.28756 25.2105 -0.0937669 0.0347188 -0.06389430 -0.0291754
## 3 101.89805 113.33824 25.0472 0.7451760 0.5731800 0.00457521 0.5777550
## 4 104.02781 113.12989 25.0043 0.2390860 -0.0843259 0.26144099 0.1771150
## 5 223.13298 146.40002 27.3657 -0.6689650 -0.0312742 -0.15787000 -0.1891440
## 6 51.83375 105.51290 22.4516 0.2066380 0.0284347 0.09509000 0.1235250
## Pull_pct.y Cent_pct.y Oppo_pct.y Soft_pct.y Med_pct.y Hard_pct.y TTO_pct.y
## 1 0.5294 0.1765 0.2941 0.1765 0.5882 0.2353 0.3077
## 2 0.5000 0.1667 0.3333 0.0000 0.6667 0.3333 0.4444
## 3 0.4641 0.3204 0.2155 0.1713 0.5083 0.3204 0.3083
## 4 0.3722 0.3333 0.2944 0.1278 0.5000 0.3722 0.3095
## 5 0.4324 0.2973 0.2703 0.1351 0.4324 0.4324 0.3200
## 6 0.2500 0.3750 0.3750 0.1250 0.6250 0.2500 0.3333
## FRM.y K_pct_plus.y BB_pct_plus.y K_per_9_plus.y BB_per_9_plus.y
## 1 0.04500000 82.49548 130.07093 83.74153 132.03567
## 2 0.00231969 144.62006 0.00000 130.81628 0.00000
## 3 0.00937824 74.60461 120.30275 73.28544 118.17563
## 4 -0.60847002 84.36170 98.00301 84.02611 97.61299
## 5 0.04966850 52.06322 141.12434 63.15258 171.18323
## 6 0.01125000 108.46505 98.00301 101.74585 91.93176
## K_to_BB_plus.y H_per_9_plus.y HR_per_9_plus.y AVG_plus.y WHIP_plus.y
## 1 63.42344 72.90499 0.00000 76.29898 90.22107
## 2 NA 91.32372 300.68199 91.27894 65.87538
## 3 62.01403 88.81524 85.04985 90.98485 97.41317
## 4 86.08085 105.94568 94.59649 105.82777 103.62410
## 5 36.89179 154.30532 290.31313 133.73426 159.00926
## 6 110.67538 71.02946 0.00000 74.68277 76.85450
## BABIP_plus.y LOB_pct_plus.y GB_pct_plus.y LD_pct_plus.y FB_pct_plus.y
## 1 81.83176 138.34627 100.49685 150.03624 70.14984
## 2 68.58616 0.00000 157.80549 81.34764 44.72388
## 3 83.46839 96.13185 101.37911 107.28849 94.05566
## 4 101.68297 100.15280 87.27790 109.06946 109.43608
## 5 103.91843 72.22631 105.20366 108.46352 89.44776
## 6 85.73270 139.03565 59.17706 122.02146 134.17164
## HR_to_FB_pct_plus.y Pull_pct_plus.y Cent_pct_plus.y Oppo_pct_plus.y
## 1 0.00000 133.09997 50.08417 117.69555
## 2 743.57732 124.47503 47.97046 132.86724
## 3 85.13329 116.67695 90.94474 86.22337
## 4 81.48792 92.66474 95.94093 117.36606
## 5 247.85910 107.65408 85.56894 107.73019
## 6 0.00000 62.23751 107.93354 149.47564
## Med_pct_plus.y Hard_pct_plus.y EV.y LA.y Barrels.y Barrel_pct.y
## 1 114.62441 73.28254 87.65562 10.628437 1 0.0588
## 2 129.42872 103.70389 96.76133 1.550577 0 0.0000
## 3 99.04562 99.80191 86.65819 11.139435 10 0.0549
## 4 97.07154 115.80267 90.22011 12.996257 19 0.1056
## 5 83.95376 134.53477 90.58000 11.175657 5 0.1351
## 6 121.33943 77.77792 89.82225 21.683750 0 0.0000
## maxEV.y HardHit.y HardHit_pct.y FA_pct.y FAv.y SL_pct.y SLv.y CT_pct.y
## 1 106.499 3 0.1765 0.4130 92.3947 NA NA 0.4239
## 2 103.903 4 0.6667 0.3214 89.2222 0.1429 85.2500 NA
## 3 111.745 65 0.3571 0.4100 92.7962 0.3530 81.2479 0.1996
## 4 112.110 81 0.4500 0.4490 93.3909 0.5235 84.4444 NA
## 5 109.727 18 0.4865 0.4053 92.1688 0.1737 81.7576 NA
## 6 106.341 2 0.2500 0.5455 90.2500 0.2727 81.0000 NA
## CTv.y CB_pct.y CBv.y CH_pct.y CHv.y SF_pct.y SFv.y KN_pct.y KNv.y
## 1 89.7692 0.1630 83.2 NA NA NA NA NA NA
## 2 NA 0.0714 69.0 0.4643 86.6923 NA NA NA NA
## 3 88.2956 NA NA 0.0374 84.7105 NA NA NA NA
## 4 NA NA NA 0.0276 86.6667 NA NA NA NA
## 5 NA NA NA NA NA 0.4211 85.575 NA NA
## 6 NA NA NA 0.1818 86.3750 NA NA NA NA
## XX_pct.y PO_pct.y wFB.y wSL.y wCT.y wCB.y wCH.y
## 1 NA NA 1.4309300 NA -0.135306 -0.2593680 NA
## 2 NA NA -0.0207302 0.206203 NA -0.0861554 -0.289702
## 3 NA NA -1.3492399 -3.668630 6.228750 NA -0.124040
## 4 0.0041 NA -7.9038401 10.746900 NA NA -4.067490
## 5 0.0211 NA -5.1469998 -1.256110 NA NA NA
## 6 NA NA 0.4021890 0.274302 NA NA 0.378265
## wSF.y wKN.y wFB_per_c.y wSL_per_c.y wCT_per_c.y wCB_per_c.y wCH_per_c.y
## 1 NA NA 3.7656053 NA -0.3469385 -1.72912 NA
## 2 NA NA -0.2303355 5.155075 NA -4.30777 -2.2284769
## 3 NA NA -0.3235587 -1.021902 3.0683499 NA -0.3264211
## 4 NA NA -1.7963273 2.094912 NA NA -15.0647782
## 5 0.130846 NA -6.6844154 -3.806394 NA NA NA
## 6 NA NA 1.6757874 2.285850 NA NA 4.7283124
## wSF_per_c.y wKN_per_c.y FA_pct_sc.y FC_pct_sc.y FS_pct_sc.y FO_pct_sc.y
## 1 NA NA 0.0652 0.4239 NA NA
## 2 NA NA 0.2857 NA NA NA
## 3 NA NA 0.0964 NA NA NA
## 4 NA NA 0.4431 NA NA NA
## 5 0.1635575 NA 0.2526 NA 0.4211 NA
## 6 NA NA 0.5455 NA NA NA
## SI_pct_sc.y SL_pct_sc.y CU_pct_sc.y KC_pct_sc.y EP_pct_sc.y CH_pct_sc.y
## 1 0.3478 NA 0.1630 NA NA NA
## 2 0.0357 0.1429 0.0714 NA NA 0.4643
## 3 0.3137 0.1986 0.3559 NA NA 0.0354
## 4 0.0010 0.5244 NA NA NA 0.0315
## 5 0.1526 0.1632 NA 0.0105 NA NA
## 6 NA 0.2727 NA NA NA 0.1818
## SC_pct_sc.y KN_pct_sc.y UN_pct_sc.y vFA_sc.y vFC_sc.y vFS_sc.y vFO_sc.y
## 1 NA NA NA 93.11667 89.71282 NA NA
## 2 NA NA NA 89.03750 NA NA NA
## 3 NA NA NA 92.42245 NA NA NA
## 4 NA NA NA 93.36996 NA NA NA
## 5 NA NA NA 92.26042 NA 85.57125 NA
## 6 NA NA NA 90.17084 NA NA NA
## vSI_sc.y vSL_sc.y vCU_sc.y vKC_sc.y vEP_sc.y vCH_sc.y vSC_sc.y vKN_sc.y
## 1 92.15938 NA 83.16667 NA NA NA NA NA
## 2 91.40000 85.27500 68.90000 NA NA 86.65385 NA NA
## 3 92.86708 88.21485 81.19613 NA NA 84.65000 NA NA
## 4 93.90000 84.38023 NA NA NA 86.91613 NA NA
## 5 92.07242 81.88387 NA 76.8 NA NA NA NA
## 6 NA 80.90000 NA NA NA 86.31250 NA NA
## FA_X_sc.y FC_X_sc.y FS_X_sc.y FO_X_sc.y SI_X_sc.y SL_X_sc.y CU_X_sc.y
## 1 -4.543333 1.561282 NA NA -7.433750 NA 6.086667
## 2 -1.363750 NA NA NA -7.740000 3.92499995 6.200000
## 3 -3.026326 NA NA NA -7.611379 1.81806931 6.772044
## 4 -3.005092 NA NA NA -7.290000 2.00784893 NA
## 5 -5.183750 NA -6.77675 NA -8.972069 2.26548398 NA
## 6 -4.150833 NA NA NA NA 0.01666667 NA
## KC_X_sc.y EP_X_sc.y CH_X_sc.y SC_X_sc.y KN_X_sc.y FA_Z_sc.y FC_Z_sc.y
## 1 NA NA NA NA NA 9.463333 6.312051
## 2 NA NA -7.570000 NA NA 10.682500 NA
## 3 NA NA -4.226667 NA NA 8.718265 NA
## 4 NA NA -4.825807 NA NA 8.143326 NA
## 5 0.715 NA NA NA NA 9.281875 NA
## 6 NA NA -9.347500 NA NA 8.257500 NA
## FS_Z_sc.y FO_Z_sc.y SI_Z_sc.y SL_Z_sc.y CU_Z_sc.y KC_Z_sc.y EP_Z_sc.y
## 1 NA NA 7.821875 NA -2.1720001 NA NA
## 2 NA NA 5.780000 3.7550001 -6.9299998 NA NA
## 3 NA NA 5.988997 3.6732178 0.9808011 NA NA
## 4 NA NA 8.340000 1.3797675 NA NA NA
## 5 2.9115 NA 6.000000 0.4374194 NA -1.215 NA
## 6 NA NA NA 1.2583334 NA NA NA
## CH_Z_sc.y SC_Z_sc.y KN_Z_sc.y wFA_sc.y wFC_sc.y wFS_sc.y wFO_sc.y
## 1 NA NA NA 0.48711726 -0.1331012 NA NA
## 2 2.310000 NA NA -0.02015062 NA NA NA
## 3 4.267778 NA NA 1.25948326 NA NA NA
## 4 7.806129 NA NA -7.16855124 NA NA NA
## 5 NA NA NA -1.50872355 NA 0.08964028 NA
## 6 5.995000 NA NA 0.40222492 NA NA NA
## wSI_sc.y wSL_sc.y wCU_sc.y wKC_sc.y wEP_sc.y wCH_sc.y wSC_sc.y
## 1 0.91267284 NA -0.25579659 NA NA NA NA
## 2 0.00000000 0.2053361 -0.08550668 NA NA -0.2633303 NA
## 3 -1.72692745 5.8090852 -3.51742818 NA NA 0.7454019 NA
## 4 0.05928174 10.6318878 NA NA NA -4.1962044 NA
## 5 -3.57754679 0.2663109 NA -1.432562 NA NA NA
## 6 NA 0.2630870 NA NA NA 0.3770016 NA
## wKN_sc.y wFA_per_c_sc.y wFC_per_c_sc.y wFS_per_c_sc.y wFO_per_c_sc.y
## 1 NA 8.1186210 -0.3412852 NA NA
## 2 NA -0.2518828 NA NA NA
## 3 NA 1.2851870 NA NA NA
## 4 NA -1.6441631 NA NA NA
## 5 NA -3.1431741 NA 0.1120503 NA
## 6 NA 1.6759372 NA NA NA
## wSI_per_c_sc.y wSL_per_c_sc.y wCU_per_c_sc.y wKC_per_c_sc.y wEP_per_c_sc.y
## 1 2.8521026 NA -1.7053106 NA NA
## 2 0.0000000 5.1334020 -4.2753343 NA NA
## 3 -0.5413566 2.8757847 -0.9716652 NA NA
## 4 5.9281737 2.0604434 NA NA NA
## 5 -12.3363682 0.8590675 NA -71.62811 NA
## 6 NA 2.1923918 NA NA NA
## wCH_per_c_sc.y wSC_per_c_sc.y wKN_per_c_sc.y OSwing_pct_sc.y ZSwing_pct_sc.y
## 1 NA NA NA 0.2857 0.6977
## 2 -2.025618 NA NA 0.2727 0.7647
## 3 2.070561 NA NA 0.2455 0.6519
## 4 -13.536143 NA NA 0.3030 0.6798
## 5 NA NA NA 0.3235 0.6932
## 6 4.712521 NA NA 0.2400 0.6316
## Swing_pct_sc.y OContact_pct_sc.y ZContact_pct_sc.y Contact_pct_sc.y
## 1 0.4783 0.7143 0.9667 0.8864
## 2 0.5714 0.0000 0.8462 0.6875
## 3 0.4533 0.6311 0.8496 0.7918
## 4 0.4776 0.4938 0.8935 0.7574
## 5 0.4947 0.6364 0.9344 0.8298
## 6 0.4091 0.1667 0.9167 0.6667
## Zone_pct_sc.y botERA.y botOvr_CH.y botStf_CH.y botCmd_CH.y botOvr_CU.y
## 1 0.4674 4.868690 NA NA NA 37.52955
## 2 0.6071 3.618240 47.81874 53.05141 37.92299 62.09333
## 3 0.5113 4.762482 35.74058 35.52300 43.49124 59.46371
## 4 0.4634 5.471674 48.14961 32.33592 54.16078 NA
## 5 0.4632 5.065226 NA NA NA NA
## 6 0.4318 7.029020 20.00000 35.26765 20.00000 NA
## botStf_CU.y botCmd_CU.y botOvr_FA.y botStf_FA.y botCmd_FA.y botOvr_SI.y
## 1 52.41804 28.79293 80.00000 28.13440 80.00000 44.47441
## 2 31.20845 69.99561 80.00000 38.51428 80.00000 80.00000
## 3 55.32049 59.10172 42.19527 42.90538 48.26328 40.40730
## 4 NA NA 35.53020 34.63485 42.18420 80.00000
## 5 NA NA 49.73981 33.25622 62.10012 37.97183
## 6 NA NA 40.65599 23.55976 58.88263 NA
## botStf_SI.y botCmd_SI.y botOvr_SL.y botStf_SL.y botCmd_SL.y botOvr_KC.y
## 1 32.16052 57.73453 NA NA NA NA
## 2 25.64894 80.00000 20.00000 23.11389 29.84702 NA
## 3 36.91500 44.87278 52.03970 40.44861 58.76666 NA
## 4 44.50313 80.00000 44.95309 41.65564 49.73456 NA
## 5 38.06310 37.72555 45.27320 36.09439 47.04335 80
## 6 NA NA 26.33736 52.85040 27.73576 NA
## botStf_KC.y botCmd_KC.y botOvr_FC.y botStf_FC.y botCmd_FC.y botOvr_FS.y
## 1 NA NA 44.55669 51.76028 29.30365 NA
## 2 NA NA NA NA NA NA
## 3 NA NA NA NA NA NA
## 4 NA NA NA NA NA NA
## 5 28.36541 80 NA NA NA 48.46485
## 6 NA NA NA NA NA NA
## botStf_FS.y botCmd_FS.y botOvr.y botStf.y botCmd.y botxRV100.y Stf_plus_CH.y
## 1 NA NA 46.47104 42.10634 42.21122 0.4031133 NA
## 2 NA NA 59.45348 42.84874 62.58997 -0.4305200 165.50000
## 3 NA NA 47.57372 41.51673 52.16182 0.3323062 79.19722
## 4 NA NA 40.21069 37.40634 47.92979 0.8051008 57.21290
## 5 41.10974 52.34134 44.43054 39.42815 47.62496 0.5341372 NA
## 6 NA NA 24.04183 31.98343 38.87843 1.8433300 63.80000
## Loc_plus_CH.y Pit_plus_CH.y Stf_plus_CU.y Loc_plus_CU.y Pit_plus_CU.y
## 1 NA NA 98.68000 80.5200 83.89333
## 2 87.80000 96.20000 65.30000 111.9000 114.50000
## 3 98.29444 94.85000 99.07376 104.0265 105.85580
## 4 88.27742 62.27097 NA NA NA
## 5 NA NA NA NA NA
## 6 85.00000 88.30000 NA NA NA
## Stf_plus_FA.y Loc_plus_FA.y Pit_plus_FA.y Stf_plus_SI.y Loc_plus_SI.y
## 1 76.93333 118.76667 117.13333 66.08125 90.26875
## 2 73.10000 124.40000 118.80000 90.20000 167.10000
## 3 69.43061 91.47347 87.27959 83.75423 95.92257
## 4 67.54106 95.27018 88.34794 NA NA
## 5 78.60833 102.83750 97.76458 78.80345 94.07241
## 6 61.70000 98.80000 78.50000 NA NA
## Pit_plus_SI.y Stf_plus_SL.y Loc_plus_SL.y Pit_plus_SL.y Stf_plus_KC.y
## 1 87.01875 NA NA NA NA
## 2 160.00000 112.3000 86.70000 93.5000 NA
## 3 86.12038 120.4772 97.43861 107.1005 NA
## 4 NA 102.4031 98.58159 102.9099 NA
## 5 83.27241 88.4000 97.54194 106.5129 65
## 6 NA 127.4000 99.20000 106.0000 NA
## Loc_plus_KC.y Pit_plus_KC.y Stf_plus_FC.y Loc_plus_FC.y Pit_plus_FC.y
## 1 NA NA 100.9923 101.0769 103.1
## 2 NA NA NA NA NA
## 3 NA NA NA NA NA
## 4 NA NA NA NA NA
## 5 160 98.1 NA NA NA
## 6 NA NA NA NA NA
## Stf_plus_FS.y Loc_plus_FS.y Pit_plus_FS.y Stf_plus_FO.y Loc_plus_FO.y
## 1 NA NA NA NA NA
## 2 NA NA NA NA NA
## 3 NA NA NA NA NA
## 4 NA NA NA NA NA
## 5 86.97375 95.00625 99.42 NA NA
## 6 NA NA NA NA NA
## Pit_plus_FO.y Stuff_plus.y Location_plus.y Pitching_plus.y totalTBF
## 1 NA 86.28556 94.88444 95.11222 33
## 2 NA 121.65357 102.65357 105.85714 697
## 3 NA 95.02460 98.75692 97.76611 269
## 4 NA 85.46143 96.69673 95.14653 277
## 5 NA 83.61474 97.94000 97.68053 284
## 6 NA 80.00000 96.40000 87.78182 458
## SPweightTBF RPweightTBF
## 1 0.21212121 0.78787879
## 2 0.98708752 0.01291248
## 3 0.05947955 0.94052045
## 4 0.09025271 0.90974729
## 5 0.82394366 0.17605634
## 6 0.97379913 0.02620087joined_data1 <- joined_data %>%
select(c(48:135,137:138, 140:309,354:441,443:444,446:617))
head(joined_data1)## K_pct.x BB_pct.x K_minus_BB_pct.x K_per_9.x BB_per_9.x K_to_BB.x H_per_9.x
## 1 0.1429 0.0000 0.1429 4.50000 0.000000 1.000 0.000000
## 2 0.1701 0.0523 0.1177 6.24307 1.920945 3.250 8.644251
## 3 0.1875 0.0625 0.1250 6.75000 2.250000 3.000 9.000000
## 4 0.1200 0.0400 0.0800 4.50000 1.500000 3.000 9.000000
## 5 0.1453 0.0897 0.0556 6.03947 3.730261 1.619 10.480257
## 6 0.1906 0.0448 0.1457 7.19438 1.692795 4.250 9.479654
## HR_per_9.x AVG.x WHIP.x BABIP.x LOB_pct.x GB_pct.x LD_pct.x
## 1 0.000000 0.0000000 0.000000 0.0000000 1.0000 0.6000000 0.0000000
## 2 1.547428 0.2492308 1.173911 0.2638889 0.7528 0.4412879 0.2348485
## 3 2.250000 0.2666667 1.250000 0.2727273 0.8333 0.7500000 0.1666667
## 4 1.500000 0.2500000 1.166667 0.2500000 0.5357 0.2500000 0.3000000
## 5 1.953946 0.2796209 1.578946 0.2891566 0.5856 0.4508671 0.2023121
## 6 1.438876 0.2641509 1.241383 0.2950311 0.7713 0.4011976 0.2215569
## FB_pct.x IFFB_pct.x GB_to_FB.x HR_to_FB.x IFH_pct.x BUH_pct.x FIP.x
## 1 0.40000000 0.00000000 1.5000000 0.0000000 0.00000000 0.0 2.170030
## 2 0.32386364 0.08771930 1.3625731 0.1695906 0.03433476 0.2 4.693743
## 3 0.08333333 0.00000000 9.0000000 1.0000000 0.11111111 0.0 5.670030
## 4 0.45000000 0.00000000 0.5555556 0.1111111 0.00000000 0.0 4.836697
## 5 0.34682081 0.11666667 1.3000000 0.1833333 0.02564103 0.0 6.012134
## 6 0.37724551 0.06349206 1.0634921 0.1349206 0.08208955 0.2 4.270347
## xFIP.x SIERA.x tERA.x kwERA.x E_minus_F.x RAR.x WAR.x
## 1 3.934390 4.262984 0.457289 4.438624 -2.1700303 0.6536070 0.06757930
## 2 4.247334 4.580386 5.417891 4.740119 -0.5850553 12.9940004 1.26963997
## 3 2.861120 2.866858 6.854910 4.652910 -1.1700303 -0.0187822 -0.00180632
## 4 5.316570 5.618764 7.014478 5.192910 1.1633030 0.3374090 0.03322990
## 5 5.279140 5.361765 6.126318 5.486243 1.2707564 -2.9674499 -0.27813500
## 6 4.282661 4.373213 4.702638 4.404031 -0.5461976 12.3851995 1.23341000
## Dollars.x WPA.x RE24.x REW.x pLI.x inLI.x gmLI.x exLI.x
## 1 0.5406340 0.094082 0.8821 0.0985036 0.774114 0.900000 0.870000 0.990000
## 2 10.1571999 0.611129 4.5140 0.4259120 0.924694 0.907308 0.873103 1.226560
## 3 -0.0144506 0.050612 0.5918 0.0503874 0.848235 0.964150 0.870000 1.190000
## 4 0.2658390 -0.046028 -0.1836 -0.0198509 0.869360 0.946114 0.870000 1.572800
## 5 -2.2250800 -0.558082 -14.0962 -1.3885500 0.936788 0.858931 0.890000 0.868236
## 6 9.8672600 0.491852 4.9646 0.4959300 0.962211 0.936807 0.872381 0.971124
## WPA_to_LI.x Clutch.x OSwing_pct.x ZSwing_pct.x Swing_pct.x OContact_pct.x
## 1 0.10859400 0.01294107 0.1667 0.6364 0.4706 1.0000
## 2 0.13609999 0.52479862 0.3223 0.6763 0.4574 0.6693
## 3 -0.00906135 0.06872878 0.3125 0.7619 0.4906 0.6000
## 4 0.04284250 -0.09578719 0.3529 0.6563 0.4699 0.6667
## 5 -0.77391100 0.17817112 0.3450 0.7011 0.4908 0.6629
## 6 -0.10274100 0.61390953 0.3701 0.7107 0.5159 0.6591
## ZContact_pct.x Contact_pct.x Zone_pct.x FStrike_pct.x SwStr_pct.x CStr_pct.x
## 1 1.0000 1.0000 0.6471 0.5714 0.0000 0.2353
## 2 0.9043 0.8019 0.3817 0.6613 0.0906 0.1765
## 3 0.9375 0.8077 0.3962 0.6250 0.0943 0.1132
## 4 0.9524 0.8205 0.3855 0.6800 0.0843 0.1928
## 5 0.8645 0.7809 0.4096 0.6453 0.1076 0.1499
## 6 0.8953 0.7984 0.4281 0.6973 0.1040 0.1756
## CSW_pct.x ERA_minus.x FIP_minus.x xFIP_minus.x Pace.x RA9_WAR.x BIP_Wins.x
## 1 0.2353 0.00000 51.30117 92.55049 20.3000 0.1354990 0.1553250
## 2 0.2672 95.80868 111.00055 99.15196 23.4843 2.8633001 1.1693000
## 3 0.2075 93.05939 126.86990 67.02992 22.8889 0.0821856 0.0119747
## 4 0.2771 133.25421 113.38503 123.86825 21.7895 0.0128435 0.0644235
## 5 0.2574 170.57054 141.86364 123.00301 24.5008 -0.9059050 0.0430229
## 6 0.2796 87.22227 101.04932 99.96858 24.6748 1.9007699 -0.0629799
## LOB_Wins.x FDP_Wins.x Pull_pct.x Cent_pct.x Oppo_pct.x Soft_pct.x Med_pct.x
## 1 -0.0874048 0.0679201 0.8000 0.0000 0.2000 0.0000 0.6000
## 2 0.4243510 1.5936500 0.4071 0.3340 0.2589 0.1557 0.5385
## 3 0.0720172 0.0839919 0.6667 0.2500 0.0833 0.1667 0.5833
## 4 -0.0848099 -0.0203864 0.3810 0.4286 0.1905 0.1429 0.5238
## 5 -0.6707930 -0.6277700 0.4886 0.3466 0.1648 0.1534 0.5625
## 6 0.7303410 0.6673610 0.4218 0.3628 0.2153 0.1298 0.5103
## Hard_pct.x TTO_pct.x FRM.x K_pct_plus.x BB_pct_plus.x K_per_9_plus.x
## 1 0.4000 0.1429 0.015000000 61.28236 0.00000 50.24492
## 2 0.3058 0.2645 0.167679995 73.78146 61.53678 70.57850
## 3 0.2500 0.3125 0.000621762 80.43309 70.45509 75.36737
## 4 0.3333 0.2000 -0.061530601 52.06322 47.04145 50.87293
## 5 0.2841 0.2821 0.260331988 63.03951 105.54171 68.27678
## 6 0.3599 0.2735 0.398750007 82.68636 52.73705 81.33314
## BB_per_9_plus.x K_to_BB_plus.x H_per_9_plus.x HR_per_9_plus.x AVG_plus.x
## 1 0.00000 NA 0.0000 0.0000 0.0000
## 2 58.86528 119.89833 102.3327 120.6289 102.3728
## 3 66.01783 114.16220 109.3575 183.2621 111.9052
## 4 45.96588 110.67538 106.5442 116.9317 102.6888
## 5 114.30982 59.72957 124.0678 152.3188 114.8557
## 6 51.87389 156.79012 112.2224 112.1668 108.5014
## WHIP_plus.x BABIP_plus.x LOB_pct_plus.x GB_pct_plus.x LD_pct_plus.x
## 1 0.00000 0.00000 NA 137.82426 0.00000
## 2 90.22032 90.49563 104.66924 104.45648 114.62622
## 3 96.66543 94.85044 115.28856 172.28032 80.01933
## 4 89.66358 85.73270 74.48338 59.17706 146.42575
## 5 121.34914 99.16072 81.41727 106.72395 98.74569
## 6 95.40589 101.17524 107.24165 94.96678 108.13878
## FB_pct_plus.x HR_to_FB_pct_plus.x Pull_pct_plus.x Cent_pct_plus.x
## 1 112.23975 0.0000 201.12884 0.00000
## 2 86.90663 126.1038 101.35490 96.12093
## 3 23.38328 729.7139 167.60736 70.95258
## 4 120.75447 82.6197 94.83812 123.35262
## 5 93.06703 136.3225 121.64605 99.75676
## 6 101.23130 100.3239 105.01433 104.43128
## Oppo_pct_plus.x Med_pct_plus.x Hard_pct_plus.x EV.x LA.x Barrels.x
## 1 80.03297 116.91690 124.58032 86.11440 11.644860 0
## 2 103.20270 104.53858 95.14297 88.24564 10.712803 35
## 3 33.34707 113.66920 77.86270 81.93942 -7.849892 1
## 4 75.92414 101.69399 103.70389 90.27315 20.941316 3
## 5 65.67869 109.20548 88.38400 88.75491 12.360635 16
## 6 85.83459 99.07597 111.96349 91.20150 15.186228 31
## maxEV.x HardHit.x FA_pct.x FAv.x SL_pct.x SLv.x CT_pct.x CTv.x CB_pct.x
## 1 101.566 1 0.5882 91.3000 NA NA 0.4118 89.1429 NA
## 2 113.180 187 0.4625 88.9432 0.1522 83.5928 NA NA 0.1663
## 3 105.571 3 0.5283 92.7857 0.3208 81.7059 0.1321 89.0000 NA
## 4 115.485 7 0.5422 93.1333 0.4337 84.3611 NA NA NA
## 5 111.505 68 0.4108 91.5432 0.2792 82.0861 NA NA NA
## 6 114.748 158 0.5412 90.7178 0.2892 81.2890 NA NA NA
## CBv.x CH_pct.x CHv.x SF_pct.x SFv.x KN_pct.x KNv.x XX_pct.x PO_pct.x
## 1 NA NA NA NA NA NA NA NA NA
## 2 71.1863 0.2189 86.3154 NA NA NA NA NA NA
## 3 NA 0.0189 84.0000 NA NA NA NA NA NA
## 4 NA 0.0241 88.0000 NA NA NA NA NA NA
## 5 NA NA NA 0.3101 85.1808 NA NA NA NA
## 6 NA 0.1696 85.5319 NA NA NA NA 0.0024 NA
## wFB.x wSL.x wCT.x wCB.x wCH.x wSF.x wKN.x wFB_per_c.x
## 1 0.970334 NA 0.262485 NA NA NA NA 9.7033399
## 2 1.353480 -2.5583601 NA 0.26958 8.2634602 NA NA 0.1147990
## 3 0.428447 -0.2775150 -0.188138 NA 0.0903106 NA NA 1.5301679
## 4 -0.190935 0.0460657 NA NA 0.1302440 NA NA -0.4243000
## 5 -6.383820 -3.7189600 NA NA NA -2.68283 NA -1.7782229
## 6 1.588750 -1.6935900 NA NA -4.9156299 NA NA 0.1765278
## wSL_per_c.x wCT_per_c.x wCB_per_c.x wCH_per_c.x wSF_per_c.x wKN_per_c.x
## 1 NA 3.749786 NA NA NA NA
## 2 -0.6593712 NA 0.06358019 1.480907 NA NA
## 3 -1.6324411 -2.687686 NA 9.031060 NA NA
## 4 0.1279603 NA NA 6.512200 NA NA
## 5 -1.5241640 NA NA NA -0.9899742 NA
## 6 -0.3520977 NA NA -1.743131 NA NA
## FA_pct_sc.x FC_pct_sc.x FS_pct_sc.x FO_pct_sc.x SI_pct_sc.x SL_pct_sc.x
## 1 NA 0.4118 NA NA 0.5882 NA
## 2 0.4033 NA NA NA 0.0573 0.1518
## 3 0.1698 NA NA NA 0.3585 0.1321
## 4 0.5422 NA NA NA NA 0.4337
## 5 0.2426 NA 0.3135 NA 0.1682 0.2632
## 6 0.5415 NA NA NA NA 0.2900
## CU_pct_sc.x KC_pct_sc.x EP_pct_sc.x CH_pct_sc.x SC_pct_sc.x KN_pct_sc.x
## 1 NA NA NA NA NA NA
## 2 0.1648 NA 8e-04 0.2197 NA NA
## 3 0.3208 NA NA 0.0189 NA NA
## 4 NA NA NA 0.0241 NA NA
## 5 NA 0.0126 NA NA NA NA
## 6 NA NA NA 0.1685 NA NA
## UN_pct_sc.x vFA_sc.x vFC_sc.x vFS_sc.x vFO_sc.x vSI_sc.x vSL_sc.x vCU_sc.x
## 1 NA NA 89.07143 NA NA 91.34000 NA NA
## 2 NA 88.86216 NA NA NA 89.51781 83.56693 71.20024
## 3 NA 92.88889 NA NA NA 92.73684 88.97143 81.58824
## 4 NA 93.14444 NA NA NA NA 84.34722 NA
## 5 NA 91.48868 NA 85.0927 NA 91.57143 82.24609 NA
## 6 NA 90.66266 NA NA NA NA 81.23506 NA
## vKC_sc.x vEP_sc.x vCH_sc.x vSC_sc.x vKN_sc.x FA_X_sc.x FC_X_sc.x FS_X_sc.x
## 1 NA NA NA NA NA NA 1.151429 NA
## 2 NA 52.2 86.3525 NA NA -1.117743 NA NA
## 3 NA NA 83.7000 NA NA -2.927778 NA NA
## 4 NA NA 87.6500 NA NA -2.824222 NA NA
## 5 77.43636 NA NA NA NA -5.781981 NA -7.079854
## 6 NA NA 85.4950 NA NA -4.421867 NA NA
## FO_X_sc.x SI_X_sc.x SL_X_sc.x CU_X_sc.x KC_X_sc.x EP_X_sc.x CH_X_sc.x
## 1 NA -8.373000 NA NA NA NA NA
## 2 NA -7.842192 3.9547804 6.146952 NA 1.59 -7.525053
## 3 NA -6.472105 0.2614286 5.550000 NA NA -0.710000
## 4 NA NA 2.0261112 NA NA NA -6.705000
## 5 NA -9.474626 1.4109565 NA 5.193636 NA NA
## 6 NA NA -0.6810581 NA NA NA -9.773179
## SC_X_sc.x KN_X_sc.x FA_Z_sc.x FC_Z_sc.x FS_Z_sc.x FO_Z_sc.x SI_Z_sc.x
## 1 NA NA NA 6.468571 NA NA 7.457000
## 2 NA NA 9.704115 NA NA NA 6.867534
## 3 NA NA 7.141111 NA NA NA 5.647369
## 4 NA NA 9.438000 NA NA NA NA
## 5 NA NA 9.956462 NA 3.033577 NA 6.629728
## 6 NA NA 8.586267 NA NA NA NA
## SL_Z_sc.x CU_Z_sc.x KC_Z_sc.x EP_Z_sc.x CH_Z_sc.x SC_Z_sc.x KN_Z_sc.x
## 1 NA NA NA NA NA NA NA
## 2 2.147494 -6.1147618 NA 11.035 3.085696 NA NA
## 3 3.620000 0.1029412 NA NA 3.200000 NA NA
## 4 2.222222 NA NA NA 7.560000 NA NA
## 5 1.404087 NA -1.147273 NA NA NA NA
## 6 1.143755 NA NA NA 5.174357 NA NA
## wFA_sc.x wFC_sc.x wFS_sc.x wFO_sc.x wSI_sc.x wSL_sc.x wCU_sc.x
## 1 NA 0.2461836 NA NA 0.9653655 NA NA
## 2 2.9984491 NA NA NA -2.7198757 -2.33006804 0.8444083
## 3 -0.3305191 NA NA NA 0.7586884 -0.18667325 -0.2828667
## 4 -0.1014198 NA NA NA NA -0.01847751 NA
## 5 -2.3870250 NA -1.661814 NA -3.9860652 -2.90744762 NA
## 6 1.6039925 NA NA NA NA -1.62000511 NA
## wKC_sc.x wEP_sc.x wCH_sc.x wSC_sc.x wKN_sc.x wFA_per_c_sc.x
## 1 NA NA NA NA NA NA
## 2 NA 0.08958627 9.07645145 NA NA 0.2916779
## 3 NA NA 0.08966748 NA NA -3.6724341
## 4 NA NA 0.12965198 NA NA -0.2253773
## 5 -1.173539 NA NA NA NA -1.1259552
## 6 NA NA -4.69832540 NA NA 0.1782214
## wFC_per_c_sc.x wFS_per_c_sc.x wFO_per_c_sc.x wSI_per_c_sc.x wSL_per_c_sc.x
## 1 3.516908 NA NA 9.653655 NA
## 2 NA NA NA -1.862929 -0.60208476
## 3 NA NA NA 3.993097 -2.66676072
## 4 NA NA NA NA -0.05132643
## 5 NA -0.6065016 NA -2.711609 -1.26410766
## 6 NA NA NA NA -0.33610065
## wCU_per_c_sc.x wKC_per_c_sc.x wEP_per_c_sc.x wCH_per_c_sc.x wSC_per_c_sc.x
## 1 NA NA NA NA NA
## 2 0.2010496 NA 4.479313 1.620795 NA
## 3 -1.6639218 NA NA 8.966748 NA
## 4 NA NA NA 6.482599 NA
## 5 NA -10.66854 NA NA NA
## 6 NA NA NA -1.677973 NA
## wKN_per_c_sc.x OSwing_pct_sc.x ZSwing_pct_sc.x Swing_pct_sc.x
## 1 NA 0.2000 0.6667 0.5294
## 2 NA 0.2975 0.6415 0.4582
## 3 NA 0.2593 0.7308 0.4906
## 4 NA 0.2973 0.6087 0.4699
## 5 NA 0.3165 0.6826 0.4920
## 6 NA 0.3396 0.6782 0.5162
## OContact_pct_sc.x ZContact_pct_sc.x Contact_pct_sc.x Zone_pct_sc.x botERA.x
## 1 1.0000 1.0000 1.0000 0.7059 2.432060
## 2 0.6213 0.8953 0.8005 0.4672 4.839640
## 3 0.5714 0.8947 0.8077 0.4906 5.582160
## 4 0.5455 0.9286 0.8205 0.5542 5.246973
## 5 0.6181 0.8636 0.7814 0.4794 4.872076
## 6 0.5926 0.8912 0.7972 0.5217 4.643365
## botOvr_CH.x botStf_CH.x botCmd_CH.x botOvr_CU.x botStf_CU.x botCmd_CU.x
## 1 NA NA NA NA NA NA
## 2 50.42632 46.83624 53.84100 61.76108 34.89584 63.46202
## 3 80.00000 40.00855 80.00000 56.59242 44.34712 69.67419
## 4 20.00000 34.09888 38.28007 NA NA NA
## 5 NA NA NA NA NA NA
## 6 52.86354 42.79656 60.35878 NA NA NA
## botOvr_FA.x botStf_FA.x botCmd_FA.x botOvr_SI.x botStf_SI.x botCmd_SI.x
## 1 NA NA NA 62.64407 47.30210 64.74398
## 2 48.30466 32.03922 59.44796 36.37817 36.63814 41.89272
## 3 28.98999 37.55953 32.80796 30.94132 33.29485 30.36850
## 4 33.51558 40.72670 33.03430 NA NA NA
## 5 45.78871 36.82390 55.03096 39.59498 41.96177 45.17504
## 6 48.28678 26.65320 66.24292 NA NA NA
## botOvr_SL.x botStf_SL.x botCmd_SL.x botOvr_KC.x botStf_KC.x botCmd_KC.x
## 1 NA NA NA NA NA NA
## 2 38.55598 27.49158 52.14763 NA NA NA
## 3 46.97429 33.73379 55.33685 NA NA NA
## 4 56.98273 39.22904 62.17235 NA NA NA
## 5 49.92448 41.76413 54.56995 56.56366 42.98963 60.45969
## 6 48.53563 49.62117 49.07718 NA NA NA
## botOvr_FC.x botStf_FC.x botCmd_FC.x botOvr_FS.x botStf_FS.x botCmd_FS.x
## 1 65.13422 46.29685 71.85373 NA NA NA
## 2 NA NA NA NA NA NA
## 3 NA NA NA NA NA NA
## 4 NA NA NA NA NA NA
## 5 NA NA NA 52.12882 38.79827 60.1107
## 6 NA NA NA NA NA NA
## botOvr.x botStf.x botCmd.x botxRV100.x Stf_plus_CH.x Loc_plus_CH.x
## 1 71.76892 45.85764 78.59114 -1.2213100 NA NA
## 2 46.77265 31.44338 57.65308 0.3837449 109.51339 102.1836
## 3 39.06360 31.86151 47.49613 0.8787600 22.90000 33.7000
## 4 42.54366 38.19025 47.80759 0.6552984 88.55000 87.1000
## 5 46.43589 40.94798 52.86174 0.4053685 NA NA
## 6 48.81040 34.52874 63.23885 0.2528955 77.10607 100.2679
## Pit_plus_CH.x Stf_plus_CU.x Loc_plus_CU.x Pit_plus_CU.x Stf_plus_FA.x
## 1 NA NA NA NA NA
## 2 103.09804 97.2269 102.1517 99.11524 79.15934
## 3 72.70000 101.2000 103.6000 100.80000 70.10000
## 4 75.55000 NA NA NA 74.51111
## 5 NA NA NA NA 80.46745
## 6 93.11571 NA NA NA 70.48700
## Loc_plus_FA.x Pit_plus_FA.x Stf_plus_SI.x Loc_plus_SI.x Pit_plus_SI.x
## 1 NA NA 91.10000 119.20000 110.40000
## 2 102.68589 94.45856 84.71507 96.83630 86.48767
## 3 96.30000 84.20000 64.60000 91.40000 90.20000
## 4 90.94444 87.01111 NA NA NA
## 5 98.80236 90.58019 81.71769 95.46054 89.80816
## 6 107.66989 95.15333 NA NA NA
## Stf_plus_SL.x Loc_plus_SL.x Pit_plus_SL.x Stf_plus_KC.x Loc_plus_KC.x
## 1 NA NA NA NA NA
## 2 98.67778 103.53514 103.89974 NA NA
## 3 79.30000 84.90000 98.10000 NA NA
## 4 106.01667 103.44167 108.00000 NA NA
## 5 97.47000 98.41087 99.91043 79.3 95.08182
## 6 91.97801 107.84772 108.44585 NA NA
## Pit_plus_KC.x Stf_plus_FC.x Loc_plus_FC.x Pit_plus_FC.x Stf_plus_FS.x
## 1 NA 103.4 108.4 104 NA
## 2 NA NA NA NA NA
## 3 NA NA NA NA NA
## 4 NA NA NA NA NA
## 5 92.6 NA NA NA 100.0011
## 6 NA NA NA NA NA
## Loc_plus_FS.x Pit_plus_FS.x Stf_plus_FO.x Loc_plus_FO.x Pit_plus_FO.x
## 1 NA NA NA NA NA
## 2 NA NA NA NA NA
## 3 NA NA NA NA NA
## 4 NA NA NA NA NA
## 5 102.4102 102.8504 NA NA NA
## 6 NA NA NA NA NA
## Stuff_plus.x Location_plus.x Pitching_plus.x PlayerId.y K_pct.y BB_pct.y
## 1 96.16471 114.75294 107.76471 1157 0.1923 0.1154
## 2 92.10000 102.27168 98.10337 1943 0.3333 0.0000
## 3 78.42830 94.19811 93.29434 2608 0.1739 0.1067
## 4 88.51446 96.27229 95.83855 3200 0.1944 0.0833
## 5 91.29621 99.17543 96.76590 4776 0.1200 0.1200
## 6 77.80580 106.48243 98.65127 5372 0.2500 0.0833
## K_minus_BB_pct.y K_per_9.y BB_per_9.y K_to_BB.y H_per_9.y HR_per_9.y
## 1 0.0769 7.500000 4.500000 1.6667 6.000000 0.000000
## 2 0.3333 11.571446 0.000000 3.0000 7.714297 3.857149
## 3 0.0672 6.563539 4.027626 1.6296 7.309396 1.044199
## 4 0.1111 7.432588 3.185395 2.3333 8.949443 1.213484
## 5 0.0000 5.586205 5.586205 1.0000 13.034478 3.724137
## 6 0.1667 9.000000 3.000000 3.0000 6.000000 0.000000
## AVG.y WHIP.y BABIP.y LOB_pct.y GB_pct.y LD_pct.y FB_pct.y
## 1 0.1818182 1.1666667 0.2352941 1.0000 0.4375000 0.3125000 0.2500000
## 2 0.2222222 0.8571441 0.2000000 0.0000 0.6666667 0.1666667 0.1666667
## 3 0.2168142 1.2596692 0.2400000 0.6949 0.4413408 0.2234637 0.3351955
## 4 0.2576419 1.3483153 0.2965116 0.7203 0.3687151 0.2234637 0.4078212
## 5 0.3255814 2.0689648 0.3030303 0.5195 0.4444444 0.2222222 0.3333333
## 6 0.1818182 1.0000000 0.2500000 1.0000 0.2500000 0.2500000 0.5000000
## IFFB_pct.y GB_to_FB.y HR_to_FB.y IFH_pct.y BUH_pct.y FIP.y xFIP.y
## 1 0.25000000 1.7500000 0.0000000 0.0000000 0 3.503364 4.679604
## 2 0.00000000 4.0000000 1.0000000 0.0000000 0 6.170035 1.354753
## 3 0.08333333 1.3166667 0.1166667 0.1392405 0 4.562296 4.808621
## 4 0.05479452 0.9041096 0.1095890 0.1060606 0 4.434076 4.852025
## 5 0.08333333 1.3333333 0.3333333 0.0625000 0 9.480373 6.291304
## 6 0.00000000 0.5000000 0.0000000 0.0000000 0 2.170030 4.522510
## SIERA.y tERA.y kwERA.y E_minus_F.y RAR.y WAR.y Dollars.y
## 1 4.692691 4.712296 5.229833 -3.5033636 0.566930 0.0576108 0.460886
## 2 1.353345 6.182322 2.152910 1.5442623 -0.672134 -0.0645914 -0.516731
## 3 4.866784 5.954045 5.346586 -0.2363271 1.670490 0.1674210 1.339370
## 4 4.438119 5.127547 4.819577 0.1164883 0.619674 0.0619701 0.495761
## 5 5.740580 9.850350 6.152910 2.6230712 -5.203570 -0.4798210 -3.838570
## 6 3.995622 2.828992 4.152910 -2.1700303 0.791299 0.0831132 0.664905
## WPA.y RE24.y REW.y pLI.y inLI.y gmLI.y exLI.y WPA_to_LI.y
## 1 0.2004080 2.882 0.3034430 0.715007 0.599233 0.602467 0.720867 0.141754
## 2 0.1134600 -0.770 -0.0792181 1.315510 1.307870 1.730000 2.114800 0.067716
## 3 1.7869600 1.894 0.0746191 1.119230 1.050500 1.296580 1.393600 0.527588
## 4 0.0391174 0.282 0.0681940 0.468429 0.432664 0.477167 0.820941 -0.482133
## 5 0.2162640 -8.097 -0.8113600 0.971569 0.956370 0.911760 0.000000 -0.404392
## 6 0.1838660 1.578 0.1563150 1.132770 1.146330 1.254600 1.096000 0.129233
## Clutch.y OSwing_pct.y ZSwing_pct.y Swing_pct.y OContact_pct.y
## 1 0.13853416 0.3269 0.6750 0.4783 0.7647
## 2 0.01853191 0.3750 0.8333 0.5714 0.3333
## 3 1.06900961 0.2915 0.6833 0.4533 0.6667
## 4 0.56564064 0.3455 0.6960 0.4796 0.5981
## 5 0.62698453 0.3475 0.7361 0.4947 0.7073
## 6 0.03308239 0.2857 0.6250 0.4091 0.3750
## ZContact_pct.y Contact_pct.y Zone_pct.y FStrike_pct.y SwStr_pct.y CStr_pct.y
## 1 0.9630 0.8864 0.4348 0.6923 0.0543 0.1413
## 2 0.9000 0.6875 0.4286 0.5556 0.1786 0.1071
## 3 0.8676 0.7918 0.4130 0.5415 0.0944 0.1583
## 4 0.8966 0.7638 0.3827 0.5873 0.1133 0.1490
## 5 0.9245 0.8298 0.3789 0.6200 0.0842 0.1368
## 6 0.9000 0.6667 0.3636 0.6667 0.1364 0.1364
## CSW_pct.y ERA_minus.y FIP_minus.y xFIP_minus.y Pace.y RA9_WAR.y BIP_Wins.y
## 1 0.1957 0.00000 83.44687 110.27042 22.4127 0.2768440 0.0772889
## 2 0.2857 179.88631 145.60305 32.28756 25.2105 -0.0937669 0.0347188
## 3 0.2527 89.46045 101.89805 113.33824 25.0472 0.7451760 0.5731800
## 4 0.2622 101.06364 104.02781 113.12989 25.0043 0.2390860 -0.0843259
## 5 0.2211 283.47139 223.13298 146.40002 27.3657 -0.6689650 -0.0312742
## 6 0.2727 0.00000 51.83375 105.51290 22.4516 0.2066380 0.0284347
## LOB_Wins.y FDP_Wins.y Pull_pct.y Cent_pct.y Oppo_pct.y Soft_pct.y Med_pct.y
## 1 0.14194500 0.2192330 0.5294 0.1765 0.2941 0.1765 0.5882
## 2 -0.06389430 -0.0291754 0.5000 0.1667 0.3333 0.0000 0.6667
## 3 0.00457521 0.5777550 0.4641 0.3204 0.2155 0.1713 0.5083
## 4 0.26144099 0.1771150 0.3722 0.3333 0.2944 0.1278 0.5000
## 5 -0.15787000 -0.1891440 0.4324 0.2973 0.2703 0.1351 0.4324
## 6 0.09509000 0.1235250 0.2500 0.3750 0.3750 0.1250 0.6250
## Hard_pct.y TTO_pct.y FRM.y K_pct_plus.y BB_pct_plus.y K_per_9_plus.y
## 1 0.2353 0.3077 0.04500000 82.49548 130.07093 83.74153
## 2 0.3333 0.4444 0.00231969 144.62006 0.00000 130.81628
## 3 0.3204 0.3083 0.00937824 74.60461 120.30275 73.28544
## 4 0.3722 0.3095 -0.60847002 84.36170 98.00301 84.02611
## 5 0.4324 0.3200 0.04966850 52.06322 141.12434 63.15258
## 6 0.2500 0.3333 0.01125000 108.46505 98.00301 101.74585
## BB_per_9_plus.y K_to_BB_plus.y H_per_9_plus.y HR_per_9_plus.y AVG_plus.y
## 1 132.03567 63.42344 72.90499 0.00000 76.29898
## 2 0.00000 NA 91.32372 300.68199 91.27894
## 3 118.17563 62.01403 88.81524 85.04985 90.98485
## 4 97.61299 86.08085 105.94568 94.59649 105.82777
## 5 171.18323 36.89179 154.30532 290.31313 133.73426
## 6 91.93176 110.67538 71.02946 0.00000 74.68277
## WHIP_plus.y BABIP_plus.y LOB_pct_plus.y GB_pct_plus.y LD_pct_plus.y
## 1 90.22107 81.83176 138.34627 100.49685 150.03624
## 2 65.87538 68.58616 0.00000 157.80549 81.34764
## 3 97.41317 83.46839 96.13185 101.37911 107.28849
## 4 103.62410 101.68297 100.15280 87.27790 109.06946
## 5 159.00926 103.91843 72.22631 105.20366 108.46352
## 6 76.85450 85.73270 139.03565 59.17706 122.02146
## FB_pct_plus.y HR_to_FB_pct_plus.y Pull_pct_plus.y Cent_pct_plus.y
## 1 70.14984 0.00000 133.09997 50.08417
## 2 44.72388 743.57732 124.47503 47.97046
## 3 94.05566 85.13329 116.67695 90.94474
## 4 109.43608 81.48792 92.66474 95.94093
## 5 89.44776 247.85910 107.65408 85.56894
## 6 134.17164 0.00000 62.23751 107.93354
## Oppo_pct_plus.y Med_pct_plus.y Hard_pct_plus.y EV.y LA.y Barrels.y
## 1 117.69555 114.62441 73.28254 87.65562 10.628437 1
## 2 132.86724 129.42872 103.70389 96.76133 1.550577 0
## 3 86.22337 99.04562 99.80191 86.65819 11.139435 10
## 4 117.36606 97.07154 115.80267 90.22011 12.996257 19
## 5 107.73019 83.95376 134.53477 90.58000 11.175657 5
## 6 149.47564 121.33943 77.77792 89.82225 21.683750 0
## maxEV.y HardHit.y FA_pct.y FAv.y SL_pct.y SLv.y CT_pct.y CTv.y CB_pct.y
## 1 106.499 3 0.4130 92.3947 NA NA 0.4239 89.7692 0.1630
## 2 103.903 4 0.3214 89.2222 0.1429 85.2500 NA NA 0.0714
## 3 111.745 65 0.4100 92.7962 0.3530 81.2479 0.1996 88.2956 NA
## 4 112.110 81 0.4490 93.3909 0.5235 84.4444 NA NA NA
## 5 109.727 18 0.4053 92.1688 0.1737 81.7576 NA NA NA
## 6 106.341 2 0.5455 90.2500 0.2727 81.0000 NA NA NA
## CBv.y CH_pct.y CHv.y SF_pct.y SFv.y KN_pct.y KNv.y XX_pct.y PO_pct.y
## 1 83.2 NA NA NA NA NA NA NA NA
## 2 69.0 0.4643 86.6923 NA NA NA NA NA NA
## 3 NA 0.0374 84.7105 NA NA NA NA NA NA
## 4 NA 0.0276 86.6667 NA NA NA NA 0.0041 NA
## 5 NA NA NA 0.4211 85.575 NA NA 0.0211 NA
## 6 NA 0.1818 86.3750 NA NA NA NA NA NA
## wFB.y wSL.y wCT.y wCB.y wCH.y wSF.y wKN.y
## 1 1.4309300 NA -0.135306 -0.2593680 NA NA NA
## 2 -0.0207302 0.206203 NA -0.0861554 -0.289702 NA NA
## 3 -1.3492399 -3.668630 6.228750 NA -0.124040 NA NA
## 4 -7.9038401 10.746900 NA NA -4.067490 NA NA
## 5 -5.1469998 -1.256110 NA NA NA 0.130846 NA
## 6 0.4021890 0.274302 NA NA 0.378265 NA NA
## wFB_per_c.y wSL_per_c.y wCT_per_c.y wCB_per_c.y wCH_per_c.y wSF_per_c.y
## 1 3.7656053 NA -0.3469385 -1.72912 NA NA
## 2 -0.2303355 5.155075 NA -4.30777 -2.2284769 NA
## 3 -0.3235587 -1.021902 3.0683499 NA -0.3264211 NA
## 4 -1.7963273 2.094912 NA NA -15.0647782 NA
## 5 -6.6844154 -3.806394 NA NA NA 0.1635575
## 6 1.6757874 2.285850 NA NA 4.7283124 NA
## wKN_per_c.y FA_pct_sc.y FC_pct_sc.y FS_pct_sc.y FO_pct_sc.y SI_pct_sc.y
## 1 NA 0.0652 0.4239 NA NA 0.3478
## 2 NA 0.2857 NA NA NA 0.0357
## 3 NA 0.0964 NA NA NA 0.3137
## 4 NA 0.4431 NA NA NA 0.0010
## 5 NA 0.2526 NA 0.4211 NA 0.1526
## 6 NA 0.5455 NA NA NA NA
## SL_pct_sc.y CU_pct_sc.y KC_pct_sc.y EP_pct_sc.y CH_pct_sc.y SC_pct_sc.y
## 1 NA 0.1630 NA NA NA NA
## 2 0.1429 0.0714 NA NA 0.4643 NA
## 3 0.1986 0.3559 NA NA 0.0354 NA
## 4 0.5244 NA NA NA 0.0315 NA
## 5 0.1632 NA 0.0105 NA NA NA
## 6 0.2727 NA NA NA 0.1818 NA
## KN_pct_sc.y UN_pct_sc.y vFA_sc.y vFC_sc.y vFS_sc.y vFO_sc.y vSI_sc.y vSL_sc.y
## 1 NA NA 93.11667 89.71282 NA NA 92.15938 NA
## 2 NA NA 89.03750 NA NA NA 91.40000 85.27500
## 3 NA NA 92.42245 NA NA NA 92.86708 88.21485
## 4 NA NA 93.36996 NA NA NA 93.90000 84.38023
## 5 NA NA 92.26042 NA 85.57125 NA 92.07242 81.88387
## 6 NA NA 90.17084 NA NA NA NA 80.90000
## vCU_sc.y vKC_sc.y vEP_sc.y vCH_sc.y vSC_sc.y vKN_sc.y FA_X_sc.y FC_X_sc.y
## 1 83.16667 NA NA NA NA NA -4.543333 1.561282
## 2 68.90000 NA NA 86.65385 NA NA -1.363750 NA
## 3 81.19613 NA NA 84.65000 NA NA -3.026326 NA
## 4 NA NA NA 86.91613 NA NA -3.005092 NA
## 5 NA 76.8 NA NA NA NA -5.183750 NA
## 6 NA NA NA 86.31250 NA NA -4.150833 NA
## FS_X_sc.y FO_X_sc.y SI_X_sc.y SL_X_sc.y CU_X_sc.y KC_X_sc.y EP_X_sc.y
## 1 NA NA -7.433750 NA 6.086667 NA NA
## 2 NA NA -7.740000 3.92499995 6.200000 NA NA
## 3 NA NA -7.611379 1.81806931 6.772044 NA NA
## 4 NA NA -7.290000 2.00784893 NA NA NA
## 5 -6.77675 NA -8.972069 2.26548398 NA 0.715 NA
## 6 NA NA NA 0.01666667 NA NA NA
## CH_X_sc.y SC_X_sc.y KN_X_sc.y FA_Z_sc.y FC_Z_sc.y FS_Z_sc.y FO_Z_sc.y
## 1 NA NA NA 9.463333 6.312051 NA NA
## 2 -7.570000 NA NA 10.682500 NA NA NA
## 3 -4.226667 NA NA 8.718265 NA NA NA
## 4 -4.825807 NA NA 8.143326 NA NA NA
## 5 NA NA NA 9.281875 NA 2.9115 NA
## 6 -9.347500 NA NA 8.257500 NA NA NA
## SI_Z_sc.y SL_Z_sc.y CU_Z_sc.y KC_Z_sc.y EP_Z_sc.y CH_Z_sc.y SC_Z_sc.y
## 1 7.821875 NA -2.1720001 NA NA NA NA
## 2 5.780000 3.7550001 -6.9299998 NA NA 2.310000 NA
## 3 5.988997 3.6732178 0.9808011 NA NA 4.267778 NA
## 4 8.340000 1.3797675 NA NA NA 7.806129 NA
## 5 6.000000 0.4374194 NA -1.215 NA NA NA
## 6 NA 1.2583334 NA NA NA 5.995000 NA
## KN_Z_sc.y wFA_sc.y wFC_sc.y wFS_sc.y wFO_sc.y wSI_sc.y wSL_sc.y
## 1 NA 0.48711726 -0.1331012 NA NA 0.91267284 NA
## 2 NA -0.02015062 NA NA NA 0.00000000 0.2053361
## 3 NA 1.25948326 NA NA NA -1.72692745 5.8090852
## 4 NA -7.16855124 NA NA NA 0.05928174 10.6318878
## 5 NA -1.50872355 NA 0.08964028 NA -3.57754679 0.2663109
## 6 NA 0.40222492 NA NA NA NA 0.2630870
## wCU_sc.y wKC_sc.y wEP_sc.y wCH_sc.y wSC_sc.y wKN_sc.y wFA_per_c_sc.y
## 1 -0.25579659 NA NA NA NA NA 8.1186210
## 2 -0.08550668 NA NA -0.2633303 NA NA -0.2518828
## 3 -3.51742818 NA NA 0.7454019 NA NA 1.2851870
## 4 NA NA NA -4.1962044 NA NA -1.6441631
## 5 NA -1.432562 NA NA NA NA -3.1431741
## 6 NA NA NA 0.3770016 NA NA 1.6759372
## wFC_per_c_sc.y wFS_per_c_sc.y wFO_per_c_sc.y wSI_per_c_sc.y wSL_per_c_sc.y
## 1 -0.3412852 NA NA 2.8521026 NA
## 2 NA NA NA 0.0000000 5.1334020
## 3 NA NA NA -0.5413566 2.8757847
## 4 NA NA NA 5.9281737 2.0604434
## 5 NA 0.1120503 NA -12.3363682 0.8590675
## 6 NA NA NA NA 2.1923918
## wCU_per_c_sc.y wKC_per_c_sc.y wEP_per_c_sc.y wCH_per_c_sc.y wSC_per_c_sc.y
## 1 -1.7053106 NA NA NA NA
## 2 -4.2753343 NA NA -2.025618 NA
## 3 -0.9716652 NA NA 2.070561 NA
## 4 NA NA NA -13.536143 NA
## 5 NA -71.62811 NA NA NA
## 6 NA NA NA 4.712521 NA
## wKN_per_c_sc.y OSwing_pct_sc.y ZSwing_pct_sc.y Swing_pct_sc.y
## 1 NA 0.2857 0.6977 0.4783
## 2 NA 0.2727 0.7647 0.5714
## 3 NA 0.2455 0.6519 0.4533
## 4 NA 0.3030 0.6798 0.4776
## 5 NA 0.3235 0.6932 0.4947
## 6 NA 0.2400 0.6316 0.4091
## OContact_pct_sc.y ZContact_pct_sc.y Contact_pct_sc.y Zone_pct_sc.y botERA.y
## 1 0.7143 0.9667 0.8864 0.4674 4.868690
## 2 0.0000 0.8462 0.6875 0.6071 3.618240
## 3 0.6311 0.8496 0.7918 0.5113 4.762482
## 4 0.4938 0.8935 0.7574 0.4634 5.471674
## 5 0.6364 0.9344 0.8298 0.4632 5.065226
## 6 0.1667 0.9167 0.6667 0.4318 7.029020
## botOvr_CH.y botStf_CH.y botCmd_CH.y botOvr_CU.y botStf_CU.y botCmd_CU.y
## 1 NA NA NA 37.52955 52.41804 28.79293
## 2 47.81874 53.05141 37.92299 62.09333 31.20845 69.99561
## 3 35.74058 35.52300 43.49124 59.46371 55.32049 59.10172
## 4 48.14961 32.33592 54.16078 NA NA NA
## 5 NA NA NA NA NA NA
## 6 20.00000 35.26765 20.00000 NA NA NA
## botOvr_FA.y botStf_FA.y botCmd_FA.y botOvr_SI.y botStf_SI.y botCmd_SI.y
## 1 80.00000 28.13440 80.00000 44.47441 32.16052 57.73453
## 2 80.00000 38.51428 80.00000 80.00000 25.64894 80.00000
## 3 42.19527 42.90538 48.26328 40.40730 36.91500 44.87278
## 4 35.53020 34.63485 42.18420 80.00000 44.50313 80.00000
## 5 49.73981 33.25622 62.10012 37.97183 38.06310 37.72555
## 6 40.65599 23.55976 58.88263 NA NA NA
## botOvr_SL.y botStf_SL.y botCmd_SL.y botOvr_KC.y botStf_KC.y botCmd_KC.y
## 1 NA NA NA NA NA NA
## 2 20.00000 23.11389 29.84702 NA NA NA
## 3 52.03970 40.44861 58.76666 NA NA NA
## 4 44.95309 41.65564 49.73456 NA NA NA
## 5 45.27320 36.09439 47.04335 80 28.36541 80
## 6 26.33736 52.85040 27.73576 NA NA NA
## botOvr_FC.y botStf_FC.y botCmd_FC.y botOvr_FS.y botStf_FS.y botCmd_FS.y
## 1 44.55669 51.76028 29.30365 NA NA NA
## 2 NA NA NA NA NA NA
## 3 NA NA NA NA NA NA
## 4 NA NA NA NA NA NA
## 5 NA NA NA 48.46485 41.10974 52.34134
## 6 NA NA NA NA NA NA
## botOvr.y botStf.y botCmd.y botxRV100.y Stf_plus_CH.y Loc_plus_CH.y
## 1 46.47104 42.10634 42.21122 0.4031133 NA NA
## 2 59.45348 42.84874 62.58997 -0.4305200 165.50000 87.80000
## 3 47.57372 41.51673 52.16182 0.3323062 79.19722 98.29444
## 4 40.21069 37.40634 47.92979 0.8051008 57.21290 88.27742
## 5 44.43054 39.42815 47.62496 0.5341372 NA NA
## 6 24.04183 31.98343 38.87843 1.8433300 63.80000 85.00000
## Pit_plus_CH.y Stf_plus_CU.y Loc_plus_CU.y Pit_plus_CU.y Stf_plus_FA.y
## 1 NA 98.68000 80.5200 83.89333 76.93333
## 2 96.20000 65.30000 111.9000 114.50000 73.10000
## 3 94.85000 99.07376 104.0265 105.85580 69.43061
## 4 62.27097 NA NA NA 67.54106
## 5 NA NA NA NA 78.60833
## 6 88.30000 NA NA NA 61.70000
## Loc_plus_FA.y Pit_plus_FA.y Stf_plus_SI.y Loc_plus_SI.y Pit_plus_SI.y
## 1 118.76667 117.13333 66.08125 90.26875 87.01875
## 2 124.40000 118.80000 90.20000 167.10000 160.00000
## 3 91.47347 87.27959 83.75423 95.92257 86.12038
## 4 95.27018 88.34794 NA NA NA
## 5 102.83750 97.76458 78.80345 94.07241 83.27241
## 6 98.80000 78.50000 NA NA NA
## Stf_plus_SL.y Loc_plus_SL.y Pit_plus_SL.y Stf_plus_KC.y Loc_plus_KC.y
## 1 NA NA NA NA NA
## 2 112.3000 86.70000 93.5000 NA NA
## 3 120.4772 97.43861 107.1005 NA NA
## 4 102.4031 98.58159 102.9099 NA NA
## 5 88.4000 97.54194 106.5129 65 160
## 6 127.4000 99.20000 106.0000 NA NA
## Pit_plus_KC.y Stf_plus_FC.y Loc_plus_FC.y Pit_plus_FC.y Stf_plus_FS.y
## 1 NA 100.9923 101.0769 103.1 NA
## 2 NA NA NA NA NA
## 3 NA NA NA NA NA
## 4 NA NA NA NA NA
## 5 98.1 NA NA NA 86.97375
## 6 NA NA NA NA NA
## Loc_plus_FS.y Pit_plus_FS.y Stf_plus_FO.y Loc_plus_FO.y Pit_plus_FO.y
## 1 NA NA NA NA NA
## 2 NA NA NA NA NA
## 3 NA NA NA NA NA
## 4 NA NA NA NA NA
## 5 95.00625 99.42 NA NA NA
## 6 NA NA NA NA NA
## Stuff_plus.y Location_plus.y Pitching_plus.y totalTBF SPweightTBF RPweightTBF
## 1 86.28556 94.88444 95.11222 33 0.21212121 0.78787879
## 2 121.65357 102.65357 105.85714 697 0.98708752 0.01291248
## 3 95.02460 98.75692 97.76611 269 0.05947955 0.94052045
## 4 85.46143 96.69673 95.14653 277 0.09025271 0.90974729
## 5 83.61474 97.94000 97.68053 284 0.82394366 0.17605634
## 6 80.00000 96.40000 87.78182 458 0.97379913 0.02620087# Perform an anti-join to find starting pitchers not in relief pitchers data
sp_not_in_rp <- anti_join(sp_fangraphs, rp_fangraphs, by = c("Season", "MLBAMID"))
# Perform an anti-join to find relief pitchers not in starting pitchers data
rp_not_in_sp <- anti_join(rp_fangraphs, sp_fangraphs, by = c("Season", "MLBAMID"))
# Combine the two sets of unique rows into one data frame
combined_not_in_both <- bind_rows(sp_not_in_rp, rp_not_in_sp)library(dplyr)
library(stringr)
# Create a new dataset by applying weights to columns ending with .x and .y
new_dataset <- joined_data1 %>% # 3. Start a chain operation on joined_data1
mutate(across(ends_with(".x"), ~ . * SPweightTBF, .names = "weighted_{.col}")) %>% # Multiply all .x columns by SPweightTBF and prefix new column names with "weighted_"
mutate(across(ends_with(".y"), ~ . * RPweightTBF, .names = "weighted_{.col}")) # Multiply all .y columns by RPweightTBF and prefix new column names with "weighted_"
# Identify columns that end with .x and are prefixed with "weighted_" for further processing
x_cols <- names(new_dataset)[str_detect(names(new_dataset), "^weighted_.*\\.x$")] # Detect and store names of weighted .x columns
y_cols <- str_replace(x_cols, "\\.x$", ".y") # Replace .x in column names with .y to match corresponding columns
# Check if all corresponding .y columns exist in the dataset
if(!all(y_cols %in% names(new_dataset))) {
stop("Some .y columns are missing.")
}
# Loop through each pair of .x and .y columns to create new columns by adding them together
for(i in seq_along(x_cols)) { # Iterate over all .x column names
new_col_name <- str_replace(x_cols[i], "weighted_", "") # Remove "weighted_" prefix from the column name
new_col_name <- str_replace(new_col_name, "\\.x$", "") # Remove ".x" suffix from the column name
new_dataset[[new_col_name]] <- new_dataset[[x_cols[i]]] + new_dataset[[y_cols[i]]] # Create a new column by summing the .x and .y columns
}final_dataset <- new_dataset[1042:1300] #Subset `new_dataset` to include only columns 1042 to 1300 and assign to `final_dataset`
joined_data2 <- joined_data %>%
select(10:47,316:353) # Select columns 10 to 47 and 316 to 353 which are just the sum statistics from `joined_data` and assign to `joined_data2`
# Identify columns that end with .x and .y
x_cols <- names(joined_data2)[str_detect(names(joined_data2), "\\.x$")] #Detect and store names of columns ending with .x in `joined_data2`
y_cols <- str_replace(x_cols, "\\.x$", ".y") # Replace .x in column names with .y to match corresponding columns
# Check if all y_cols exist
if(!all(y_cols %in% names(joined_data2))) {
stop("Some .y columns are missing.")
}
#create new columns
for(i in seq_along(x_cols)) { # Iterate over all .x column names
new_col_name <- str_replace(x_cols[i], "\\.x$", "") # Remove ".x" suffix from the column name to create a new column name
joined_data2[[new_col_name]] <- joined_data2[[x_cols[i]]] + joined_data2[[y_cols[i]]] # Sum the corresponding .x and .y columns and assign to a new column in `joined_data2`
}
joined_data2 <- joined_data2 %>%
select(77:114) # Select columns 77 to 114 from the modified `joined_data2`
head(joined_data2) # 13. Display the first few rows of the modified `joined_data2`## G GS IP TBF W L CG ShO SV BS HLD SD MD Pulls ERA R ER H HR SO
## 1 4 1 8.0 33 0 0 0 0 0 0 0 1 0 4 0.000000 0 0 4 0 6
## 2 30 29 170.3 697 11 6 1 0 0 0 1 1 0 29 11.822984 82 79 164 30 120
## 3 46 1 64.1 269 3 2 0 0 0 2 17 22 6 43 8.825969 32 31 53 8 47
## 4 38 2 65.1 277 2 2 0 0 0 0 0 4 4 19 10.550564 35 34 65 9 52
## 5 16 11 59.4 284 3 8 0 0 0 0 0 1 2 12 19.386334 56 54 73 15 40
## 6 22 21 109.1 458 9 8 0 0 0 0 0 1 0 22 3.724150 49 44 114 17 88
## BB IBB HBP WP BK Events GB LD FB IFFB BU IFH BUH Balls Strikes Pitches RS
## 1 3 0 1 1 0 23 10 5 6 1 1 0 0 38 71 109 4
## 2 36 0 2 3 0 539 237 125 172 15 5 8 1 939 1638 2577 104
## 3 28 0 0 1 0 194 88 42 61 5 2 12 0 411 659 1070 31
## 4 22 1 2 7 2 201 71 46 82 4 2 7 0 391 672 1063 32
## 5 27 1 3 1 0 214 94 43 72 8 4 3 0 381 683 1064 37
## 6 21 1 2 1 0 347 136 76 130 8 5 11 1 528 1179 1707 64
## RS_per_9
## 1 6.000000
## 2 13.156974
## 3 8.825969
## 4 10.247193
## 5 10.339378
## 6 8.332305joined_data3 <- joined_data %>%
select(1:9) %>% # Select the first 9 columns of `joined_data`
rename(PlayerId = PlayerId.x,
Name = Name.x,
NameASCII = NameASCII.x,
Throws = Throws.x,
Age = Age.x,
Team = Team.x,
Role = Role.x) combined_dataset <- bind_cols(joined_data2, final_dataset) # 1. Combine `joined_data2` and `final_dataset` side by side into a new dataframe `combined_dataset`
final_combined_dataset <- bind_cols(joined_data3, joined_data2, final_dataset) # 2. Combine `joined_data3`, `joined_data2`, and `final_dataset` side by side into another new dataframe `final_combined_dataset`
combined_not_in_both <- combined_not_in_both %>%
select(-c(136,139)) #Remove columns 136 and 139 from `combined_not_in_both`#bind the rows on top of each other for the two datasets because they have the same column names
total_combined_dataset <- bind_rows(final_combined_dataset, combined_not_in_both)write.csv(total_combined_dataset, 'fangraphs_cleaned.csv')Step 2: Classify pitchers by roles
Roles:
- Innings
- opener/starter
- Middle
- Late
- Closer
- Length
- Start
- Long
- 1 inning/minimum
- Leverage
- High
- None
- Low
- Matchup
- R/L split
- Best hitters
# Load data and libraries
#library(tidyverse)
statcast <- read_csv('savant_pitch_level.csv')## Rows: 2136337 Columns: 91
## ── Column specification ────────────────────────────────────────────────────────
## Delimiter: ","
## chr (17): pitch_type, player_name, events, description, des, game_type, sta...
## dbl (72): release_speed, release_pos_x, release_pos_z, batter, pitcher, zon...
## lgl (1): sv_id
## date (1): game_date
##
## ℹ Use `spec()` to retrieve the full column specification for this data.
## ℹ Specify the column types or set `show_col_types = FALSE` to quiet this message.fangraphs_table <- read.csv('fangraphs_cleaned.csv')Innings
Opener / starter
75% of appearances begin in the 1st inning
Middle
75% of appearances begin in the 2nd-6th innings
Late
75% of appearances begin in the 7th-9th innings
Closer
90% of appearances begin in the 9th inning
#create a dataframe called inning_roles
innings_roles <- data.frame()
# Extract unique combinations of pitchers and game years from the statcast dataset
pitchers_df <- unique(statcast[c('pitcher', 'game_year')])
# Loop through each row in the pitcher_df dataframe
for(row in 1:nrow(pitchers_df)){
# Extract pitcher names and game year for each row
pitcher_name <- pitchers_df$pitcher[row]
game_year <- pitchers_df$game_year[row]
# Filter the statcast dataset for entries matching the current pitcher and year
player_data <- filter(statcast, pitcher == pitcher_name, game_year == game_year)
# Calculate the first inning pitched in each game and classify innings
table <- player_data %>%
group_by(game_pk) %>%
summarize(inning = min(inning)) %>%
group_by(inning) %>%
summarize(apps = n(),
total = nrow(.),
percentage = n() / nrow(.))
# Assign roles based on the inning number
table <- table %>%
mutate(class = case_when(inning == 1 ~ 'start',
inning >= 2 &
inning <= 7 ~ 'middle',
inning >= 8 ~ 'late'))
# Aggregate percentages by class to determine the pitcher's role
classes <- table %>%
group_by(class) %>%
summarize(percentage = sum(percentage))
# Calculate the percentage for each role, defaulting to 0 if not present
start_percentage <- ifelse('start' %in% classes$class, classes$percentage[classes$class == 'start'], 0)
middle_percentage <- ifelse('middle' %in% classes$class, classes$percentage[classes$class == 'middle'], 0)
late_percentage <- ifelse('late' %in% classes$class, classes$percentage[classes$class == 'late'], 0)
close_percentage <- ifelse('close' %in% classes$class, classes$percentage[classes$class == 'close'], 0)
# Determine the pitcher's role based on the highest percentage among start, middle, and late
new_row <- data.frame(pitcher = pitcher_name,
year = game_year,
role = if_else(start_percentage > 0.70, 'start',
if_else(middle_percentage > 0.70, 'middle',
if_else(late_percentage > 0.70, 'late', 'none'))))
# Add the new row to the innings_roles dataframe
innings_roles <- rbind(innings_roles, new_row)
}Length
Short
- 1-25 pitches
Medium
- 26-40
Long
40 pitches
# Initalize an empty dataframe for pitching length
length_roles <- data.frame()
# Extract unique combinations of pitchers and game years from the statcast dataset
pitchers_df <- unique(statcast[c('pitcher', 'game_year')])
# Loop through each row in the pitchers_df dataframe
for(row in 1:nrow(pitchers_df)){
# Extract the pitcher's name and game year from each row
pitcher_name <- pitchers_df$pitcher[row]
game_year <- pitchers_df$game_year[row]
# Filter the statcast dataset for records matching the current pitcher and year
player_data <- filter(statcast, pitcher == pitcher_name, game_year == game_year)
# Calculate the length of appearance in each game and group by length
table <- player_data %>%
group_by(game_pk) %>%
summarize(length = n()) %>%
group_by(length) %>%
summarize(total = nrow(.),
percentage = n() / nrow(.))
# Classify the length of appearances into short, medium, or long
table <- table %>%
mutate(class = case_when(length <= 25 ~ 'short',
length > 25 &
length <= 40 ~ 'medium',
length > 40 ~ 'long'))
# Aggregate percentages by class to determine the pitcher's length role
classes <- table %>%
group_by(class) %>%
summarize(percentage = sum(percentage))
# Calculate the percentage for each length role, defaulting to 0 if not present
short_percentage <- ifelse('short' %in% classes$class, classes$percentage[classes$class == 'short'], 0)
medium_percentage <- ifelse('medium' %in% classes$class, classes$percentage[classes$class == 'medium'], 0)
long_percentage <- ifelse('long' %in% classes$class, classes$percentage[classes$class == 'long'], 0)
# Determine the pitcher's length role based on the highest percentage
new_row <- data.frame(pitcher = pitcher_name,
year = game_year,
role = if_else(short_percentage > 0.60, 'short',
if_else(medium_percentage > 0.60, 'medium',
if_else(long_percentage > 0.60, 'long', 'none'))))
# Append the new row to the length_roles dataframe
length_roles <- rbind(length_roles, new_row)
}
# Update length_roles dataframe based on specific conditions and join with innings_roles
length_roles <- innings_roles %>%
left_join(length_roles, by = c('pitcher', 'year')) %>%
filter(role.x != 'start') %>%
select(-role.x) %>%
rename(role = role.y)Leverage
High
- gmLI > 1.1704 (Q3)
None
- 1.1704 < gmLI < 0.8788
Low
- gmLI < 0.8788
#Select relevant columns from fangraphs_table
leverage_table <- fangraphs_table %>%
select(MLBAMID, NameASCII, Season, gmLI, IP)
# Calculate and display a summary of the gmLI values for pitchers with more than 25 IP
summary(filter(leverage_table, IP > 25)$gmLI)## Min. 1st Qu. Median Mean 3rd Qu. Max.
## 0.1575 0.8572 0.8788 1.0119 1.1704 2.1403# Categorize pitchers into leverage roles based on their gmLI and rename columns for clarity
leverage_roles <- leverage_table %>%
mutate(role = case_when(gmLI > 1.1704 ~ 'high',
gmLI < 1.1704 &
gmLI > 0.8788 ~ 'none',
gmLI < 0.8788 ~ 'low')) %>%
rename(pitcher = MLBAMID,
name = NameASCII,
year = Season)
# Update leverage_roles with innings_roles, filter out 'start' roles, and adjust column naming
leverage_roles <- innings_roles %>%
left_join(leverage_roles, by = c('pitcher', 'year')) %>%
filter(role.x != 'start') %>%
select(-role.x) %>%
rename(role = role.y)Matchups
RHH
66% of batters faced are RHH
LHH
50% of batters faced are LHH
# Initialize an empty dataframe to store matchup roles for pitchers
matchup_roles <- data.frame()
# Extract unique combinations of pitchers and game years from the statcast dataset
pitchers_df <- unique(statcast[c('pitcher', 'game_year')])
#Loop through each row in the pitcher_df dataframe
for(row in 1:nrow(pitchers_df)){
# Extract the pitcher's name and game year for the current row
pitcher_name <- pitchers_df$pitcher[row]
game_year <- pitchers_df$game_year[row]
# Filter the statcast dataset for records matching the current pitcher and year
player_data <- filter(statcast, pitcher == pitcher_name, game_year == game_year)
# Group by game and at-bat number, then summarize the batter's side for each at-bat
table <- player_data %>%
group_by(game_pk, at_bat_number) %>%
summarize(batter_side = first(stand)) %>%
mutate(R = if_else(batter_side == 'R', 1, 0),
L = if_else(batter_side == 'L', 1, 0))
# Calculate the proportion of matchups against RHH and LHH
R <- sum(table$R) / nrow(table)
L <- sum(table$L) / nrow(table)
# Assign a role based on the proportion of RHH and LHH faced
new_row <- data.frame(pitcher = pitcher_name,
year = game_year,
role = case_when(R > 0.65 ~ 'RHH',
L > 0.50 ~ 'LHH',
TRUE ~ 'none'))
# Append the new row to the matchup_roles dataframe
matchup_roles <- rbind(matchup_roles, new_row)
}
#Update matchup_roles with innings_roles, filter out 'start' roles, and adjust column naming
matchup_roles <- innings_roles %>%
left_join(matchup_roles, by = c('pitcher', 'year')) %>%
filter(role.x != 'start') %>%
select(-role.x) %>%
rename(role = role.y)Combine Roles
#Rename the role columns in the dataframe
matchup_roles <- rename(matchup_roles, matchup_role = role)
leverage_roles <- rename(leverage_roles, leverage_role = role)
length_roles <- rename(length_roles, length_role = role)
innings_roles <- rename(innings_roles, inning_role = role)
# Merge the roles dataframes on pitcher ID and year to create a comprehensive pitcher_roles dataframe
pitcher_roles <- innings_roles %>%
left_join(matchup_roles, by = c('pitcher', 'year')) %>%
left_join(leverage_roles, by = c('pitcher', 'year')) %>%
left_join(length_roles, by = c('pitcher', 'year')) %>%
select(pitcher, year, inning_role, length_role, matchup_role, leverage_role)write.csv(pitcher_roles, 'pitcher_roles.csv')Step 3
Outline relevant characteristics
Pitch arsenal
- Usage
- Movement / velo
- VAA
- HAA
- Stuff
of plus stuff pitches
Performance metrics
- xwOBA against (include Vs RHH/LHH)
- BB%
- K%
- K/out
- wFC_sc (wFC/C) etc.
# read in the data
fangraphs_table <- read.csv('fangraphs_cleaned.csv') %>%
select(-X)################################# Pitch Usages ################################
#Select the relevant columns for pitch usage
pitch_usage <- fangraphs_table %>%
select(NameASCII,
MLBAMID, Throws, IP, Season, FA_pct,SL_pct,CT_pct,CB_pct,CH_pct,SF_pct,KN_pct,XX_pct) %>%
rename(pitcher = MLBAMID,
year = Season,
name = NameASCII,
throws = Throws)####################### Movement / velo by pitch ##############################
#Select the relevant columns for pitch characteristics (velo and movement)
pitch_velo_movement<- fangraphs_table %>%
select(MLBAMID, Season, vFA_sc, vFC_sc,vFS_sc, vFO_sc, vSI_sc,vSL_sc,vCU_sc,vKC_sc,vEP_sc,vCH_sc,vSC_sc,vKN_sc,FA_X_sc,FC_X_sc,FS_X_sc,FO_X_sc,SI_X_sc,SL_X_sc,CU_X_sc,KC_X_sc,EP_X_sc,CH_X_sc,SC_X_sc,KN_X_sc,FA_Z_sc,FC_Z_sc,FS_Z_sc,FO_Z_sc,SI_Z_sc,SL_Z_sc,CU_Z_sc,KC_Z_sc
,EP_Z_sc,CH_Z_sc,SC_Z_sc,KN_Z_sc) %>%
rename(pitcher = MLBAMID,
year = Season)################################# VAA by pitch ################################
#Create the Vertical Approach Angle statistic for each pitch
statcast <- statcast %>%
mutate(
vy_f = -sqrt(vy0^2 - (2 * ay * (50 - (17/12)))),
t = (vy_f - vy0) / ay,
vz_f = vz0 + (az * t),
VAA = -atan(vz_f / vy_f) * (180 / pi)
)
# Group data by pitcher, game year, and pitch type, then calculate the mean VAA for each group
VAA_table <- statcast %>%
group_by(pitcher, game_year, pitch_type) %>%
summarise(mean_VAA = mean(VAA), .groups = 'drop') %>% # Calculate mean VAA and drop grouping
mutate(pitch_type = ifelse(is.na(pitch_type) | pitch_type == "", "NA", pitch_type)) %>% # Handle missing or empty pitch types
pivot_wider(id_cols = c("pitcher", "game_year"), # Pivot the data to a wide format
names_from = pitch_type, # Use pitch type as column names
names_prefix = "VAA_", # Prefix for new columns to indicate they represent mean VAA values
values_from = mean_VAA) %>%
rename(year = game_year) # Rename 'game_year' column to 'year'################################# HAA by Pitch ################################
#Create the Horizontal Approach Angle statistic for each pitch
statcast <- statcast %>%
mutate(
vy_f = -sqrt(vy0^2 - (2 * ay * (50 - (17/12)))),
t = (vy_f - vy0) / ay,
vx_f = vx0 + (ax * t),
HAA = -atan(vx_f / vy_f) * (180 / pi)
)
# Group data by pitcher, game year, and pitch type, then calculate the mean HAA for each group
HAA_table <- statcast %>%
group_by(pitcher, game_year, pitch_type) %>%
summarise(mean_HAA = mean(HAA), .groups = 'drop') %>% # Calculate mean HAA and drop grouping
# Handle missing or empty values for pitch_type by assigning them a category "NA"
mutate(pitch_type = ifelse(is.na(pitch_type) | pitch_type == "", "NA", pitch_type)) %>%
# Pivot the data to a wide format, making each pitch type's mean HAA a separate column
pivot_wider(id_cols = c("pitcher", "game_year"),
names_from = pitch_type,
names_prefix = "HAA_", # Prefix for new columns to indicate they represent mean HAA values
values_from = mean_HAA) %>%
rename(year = game_year) # Rename 'game_year' column to 'year'################################# Stuff+ by pitch #############################
#select the relevant columns for stuff+
stuff_table <- fangraphs_table %>%
select( c(2,4,6,277:306))
# Further select the relevant columns for stuff+
overall_grades <- stuff_table %>%
select(MLBAMID, Season,Pit_plus_CH, Pit_plus_CU, Pit_plus_FA, Pit_plus_SI, Pit_plus_SL, Pit_plus_KC, Pit_plus_FC, Pit_plus_FS, Pit_plus_FO, Pitching_plus) %>%
rename(pitcher = MLBAMID,
year = Season)####################### Number of Plus Stuff Pitches ##########################
#remove the MLBAMID and Season column to apply the function below to this new dataframe
overall_grades_1 <- stuff_table %>%
select(Pit_plus_CH, Pit_plus_CU, Pit_plus_FA, Pit_plus_SI, Pit_plus_SL, Pit_plus_KC, Pit_plus_FC, Pit_plus_FS, Pit_plus_FO) # Define a function to count the number of pitches with values over 100 for each row
number_of_stuff_pitches <- function(row) {
count_over_100 <- sum(row > 100, na.rm = T) # Count values over 100, ignore NA values
return(count_over_100)
}
#Apply the function across rows of overall_grades_1 to calculate the number of "stuff" pitches
overall_grades$NumberofStuffPitches <- apply(overall_grades_1 ,1, number_of_stuff_pitches)
# Select relevant columns from overall_grades, focusing on pitcher, year, and the calculated number of "stuff" pitches
plus_stuff <- overall_grades %>%
select(pitcher, year, NumberofStuffPitches) %>%
rename(plus_stuff_pitches = NumberofStuffPitches)############ xwOBA - against Also vs RHH and vs LHH ##########################
# estimated_woba_using_speedangle
# woba_denom
# Calculate overall xwOBA for each pitcher and game year, using estimated wOBA where actual wOBA is missing
woba_table <- statcast %>%
group_by(pitcher, game_year) %>%
mutate(estimated_woba_using_speedangle = if_else(is.na(estimated_woba_using_speedangle), woba_value, estimated_woba_using_speedangle)) %>%
summarize(xwoba = sum(estimated_woba_using_speedangle, na.rm = T) /
sum(woba_denom, na.rm = T))## `summarise()` has grouped output by 'pitcher'. You can override using the
## `.groups` argument.# Calculate xwOBA specifically against left-handed batters
woba_table_L <- statcast %>%
filter(stand == 'L') %>%
group_by(pitcher, game_year) %>%
mutate(estimated_woba_using_speedangle = if_else(is.na(estimated_woba_using_speedangle), woba_value, estimated_woba_using_speedangle)) %>%
summarize(xwoba_l = sum(estimated_woba_using_speedangle, na.rm = TRUE) /
sum(woba_denom, na.rm = TRUE)) %>%
mutate(xwoba_l = ifelse(is.infinite(xwoba_l), NA_real_, xwoba_l))## `summarise()` has grouped output by 'pitcher'. You can override using the
## `.groups` argument.summary(woba_table_L$xwoba_l)## Min. 1st Qu. Median Mean 3rd Qu. Max. NA's
## 0.0000 0.2805 0.3210 0.3341 0.3687 1.7420 1# Calculate xwOBA specifically against right-handed batters
woba_table_R <- statcast %>%
filter(stand == 'R') %>%
mutate(estimated_woba_using_speedangle = if_else(is.na(estimated_woba_using_speedangle), woba_value, estimated_woba_using_speedangle)) %>%
group_by(pitcher, game_year) %>%
summarize(xwoba_r = sum(estimated_woba_using_speedangle, na.rm = T) /
sum(woba_denom, na.rm = T)) %>%
mutate(xwoba_r = ifelse(is.infinite(xwoba_r), NA_real_, xwoba_r))## `summarise()` has grouped output by 'pitcher'. You can override using the
## `.groups` argument.summary(woba_table_R$xwoba_r)## Min. 1st Qu. Median Mean 3rd Qu. Max.
## 0.0000 0.2839 0.3202 0.3303 0.3577 2.1530# Merge the overall, left-handed, and right-handed xwOBA values into a single dataframe and rename columns
woba_values <- woba_table %>%
left_join(woba_table_R, by = c('pitcher', 'game_year')) %>%
left_join(woba_table_L, by = c('pitcher', 'game_year')) %>%
rename(year = game_year)################################# BB% and K% ##################################
#select the relevant columns for K-percentage and walk percentage
bb_k_rates <- fangraphs_table %>%
select(MLBAMID, Season, K_pct,BB_pct ) %>%
rename(pitcher = MLBAMID,
year = Season)########################### K / out ##########################################
# Select relevant columns from the fangraphs_table and calculate strikeouts per out
strikeouts_per_out <- fangraphs_table %>%
select(K_per_9, Season, MLBAMID, NameASCII) %>%
mutate(KsperOut = K_per_9 / 27) %>% #Calculate strikeouts per out
rename(pitcher = MLBAMID,
year = Season)################################# Pitch Run Value #############################
# Select the relevant pitch run value columns
pitch_run_value <- fangraphs_table %>%
select(MLBAMID, Season, wFB_per_c, wSL_per_c, wCT_per_c, wCB_per_c, wCH_per_c, wSF_per_c, wKN_per_c, FA_pct_sc) %>%
rename(pitcher = MLBAMID,
year = Season)################################# Fastball Endurance ##############################
fastball_statcast <- statcast %>%
filter(pitch_type == "FF") %>% # 2. Filter rows where `pitch_type` is "FF" (Four-Seam Fastball)
arrange(game_pk, pitcher, pitch_number_appearance) # Arrange the filtered data by `game_pk`, `pitcher`, and `pitch_number_appearance` in ascending order
library(zoo) ##
## Attaching package: 'zoo'## The following objects are masked from 'package:base':
##
## as.Date, as.Date.numericfastball_statcast <- fastball_statcast %>%
group_by(game_year, game_pk, pitcher) %>% #Group the data by `game_year`, `game_pk`, and `pitcher`
mutate(rolling_avg_velocity = rollapply(release_speed, width = 3, FUN = mean, fill = NA, align = 'right', partial = TRUE)) # Calculate a rolling average of `release_speed` with a window of 3, filling missing values with NA, aligning the window to the right, and allowing partial windows
summary(fastball_statcast$release_speed)## Min. 1st Qu. Median Mean 3rd Qu. Max. NA's
## 59.20 92.40 94.00 93.94 95.60 104.80 20# Assuming 'fastballs' dataframe is already filtered for fastballs and arranged by pitcherid, game_pk, and pitch_order
fastballs_with_threshold <- fastball_statcast %>%
group_by(game_year, game_pk, pitcher) %>%
# Calculate the row number within each game_pk and pitcher group
mutate(pitch_number_within_game = row_number()) %>%
# Add a new column with the rolling average velocity for the third pitch
# or use rolling_avg_velocity if there are fewer than three pitches
mutate(first_pitch_velocity = ifelse(pitch_number_within_game == 3, rolling_avg_velocity,
ifelse(pitch_number_within_game < 3, rolling_avg_velocity, NA_real_))) %>%
# Fill NA values with the value from the third pitch or the last available pitch for each group
fill(first_pitch_velocity, .direction = "downup") %>%
ungroup()
# Calculate the number of pitches until the pitcher matches or exceeds their first pitch velocity
fastballs_matched_threshold <- fastballs_with_threshold %>%
group_by(game_year, game_pk, pitcher ) %>%
mutate(matched_first_velocity = rolling_avg_velocity <= first_pitch_velocity - 1.5,
pitch_count_to_match = cumsum(matched_first_velocity)) %>%
filter(matched_first_velocity) %>%
mutate(first_match_pitch = rank(pitch_number_appearance) == 1) %>%
filter(first_match_pitch) %>%
ungroup() %>%
select(game_year, game_pk,pitcher, pitch_number_appearance, rolling_avg_velocity, first_pitch_velocity, pitch_count_to_match)
# This gives you a dataframe with each pitcher's first pitch that matches or exceeds their first pitch velocity in each game
fastball_endurance <- fastballs_matched_threshold %>%
group_by(game_year, pitcher) %>%
summarise(avg_pitch_number_endurance = mean(pitch_number_appearance),
avg_rolling_avg_velocity = mean(rolling_avg_velocity),
avg_first_pitch_velocity = mean(first_pitch_velocity)) %>%
rename(year = game_year)## `summarise()` has grouped output by 'game_year'. You can override using the
## `.groups` argument.################################# xwoba By Times Faced ##############################
# Calculate opposing team's xwoba for each pitcher in each game by times through the order
xwoba_by_order <- statcast %>%
group_by(game_year, game_pk, pitcher, times_faced) %>%
mutate(estimated_woba_using_speedangle = if_else(is.na(estimated_woba_using_speedangle), woba_value, estimated_woba_using_speedangle)) %>%
summarize(xwoba = sum(estimated_woba_using_speedangle, na.rm = T) /
sum(woba_denom, na.rm = T)) %>%
ungroup()## `summarise()` has grouped output by 'game_year', 'game_pk', 'pitcher'. You can
## override using the `.groups` argument.xwoba_by_order_wide <- statcast %>%
group_by(game_year, game_pk, pitcher, times_faced) %>%
summarize(
xwoba = sum(if_else(is.na(estimated_woba_using_speedangle), woba_value, estimated_woba_using_speedangle), na.rm = TRUE) /
sum(woba_denom, na.rm = TRUE),
.groups = 'drop'
) %>%
# Transform the dataset from long to wide
pivot_wider(
names_from = times_faced,
names_prefix = "xwoba_times_faced_",
values_from = xwoba
)
xwoba_by_order_summary <- xwoba_by_order_wide %>%
group_by(game_year, pitcher) %>%
summarise(xwoba_times_faced_1 = mean(xwoba_times_faced_1, na.rm = TRUE),
xwoba_times_faced_2 = mean(xwoba_times_faced_2, na.rm = TRUE),
xwoba_times_faced_3 = mean(xwoba_times_faced_3, na.rm = TRUE),
xwoba_times_faced_4 = mean(xwoba_times_faced_4, na.rm = TRUE),
xwoba_times_faced_5 = mean(xwoba_times_faced_5, na.rm = TRUE))## `summarise()` has grouped output by 'game_year'. You can override using the
## `.groups` argument.#Calculate differential statistics for xwoba for times faced
xwoba_by_order_summary <- xwoba_by_order_summary %>%
mutate(xwoba_faced_diff_1_2 = xwoba_times_faced_2 - xwoba_times_faced_1,
xwoba_faced_diff_2_3 = xwoba_times_faced_3 - xwoba_times_faced_2) %>%
rename(year = game_year)
#replace INF and -INF values with NA
xwoba_by_order_summary <- xwoba_by_order_summary %>%
mutate(xwoba_faced_diff_1_2 = ifelse(xwoba_faced_diff_1_2 == Inf | xwoba_faced_diff_1_2 == -Inf, NA, xwoba_faced_diff_1_2))################################# Pitch Type Percentage by Times Faced ##############################
# Calculate the pitch type percentages
pitch_type_percentages_wide <- statcast %>%
group_by(game_year, game_pk, pitcher, times_faced, pitch_type) %>%
summarize(pitch_count = n(), .groups = 'drop') %>%
group_by(game_year, game_pk, pitcher, times_faced) %>%
mutate(total_pitches = sum(pitch_count)) %>%
ungroup() %>%
mutate(pitch_type_percentage = pitch_count / total_pitches)
pitch_type_percentages_wide1 <- pitch_type_percentages_wide %>%
# Transform the dataset from long to wide for each times_faced and pitch_type
pivot_wider(
id_cols = c(game_year, game_pk, pitcher),
names_from = c(times_faced, pitch_type),
names_prefix = "pitch_type_percentage_",
values_from = pitch_type_percentage,
values_fill = list(pitch_type_percentage = 0) # Fill missing values with 0
)
# Summarize the pitch type percentages by mean for each times faced across all games
pitch_type_percentages_summary <- pitch_type_percentages_wide1 %>%
group_by(game_year, pitcher) %>%
summarize(across(starts_with("pitch_type_percentage_"), mean, na.rm = TRUE))## Warning: There was 1 warning in `summarize()`.
## ℹ In argument: `across(starts_with("pitch_type_percentage_"), mean, na.rm =
## TRUE)`.
## ℹ In group 1: `game_year = 2021`, `pitcher = 424144`.
## Caused by warning:
## ! The `...` argument of `across()` is deprecated as of dplyr 1.1.0.
## Supply arguments directly to `.fns` through an anonymous function instead.
##
## # Previously
## across(a:b, mean, na.rm = TRUE)
##
## # Now
## across(a:b, \(x) mean(x, na.rm = TRUE))## `summarise()` has grouped output by 'game_year'. You can override using the
## `.groups` argument.#calculate differential statistcs for each pitch type for times_faced 1 and 2
pitch_type_percentages_summary2 <- pitch_type_percentages_summary %>%
mutate(across(
.cols = matches("percentage_2"),
.fns = ~ . - get(str_replace(cur_column(), "2", "1")),
.names = "diff_{str_replace(.col, 'percentage_2', 'percentage_1_2_diff')}"
))
#calculate differential statistcs for each pitch type for times_faced 2 and 3
pitch_type_percentages_summary2 <- pitch_type_percentages_summary2 %>%
mutate(across(
.cols = matches("percentage_3"),
.fns = ~ . - get(str_replace(cur_column(), "3", "2")),
.names = "diff_{str_replace(.col, 'percentage_3', 'percentage_2_3_diff')}"
)) %>%
rename(year = game_year)
#replace INF and -INF values with NA
pitch_type_percentages_summary2 <- pitch_type_percentages_summary2 %>%
mutate(across(
.cols = matches("diff_"),
.fns = ~ ifelse(is.infinite(.), NA_real_, .)
))################################# Combine Tables ##############################
#combine all the tables
pitcher_characteristics_metrics <- pitch_usage %>%
left_join(pitch_velo_movement, by = c('pitcher', 'year')) %>%
left_join(VAA_table, by = c('pitcher', 'year')) %>%
left_join(HAA_table, by = c('pitcher', 'year')) %>%
left_join(overall_grades, by = c('pitcher', 'year')) %>%
left_join(plus_stuff, by = c('pitcher', 'year')) %>%
left_join(woba_values, by = c('pitcher', 'year')) %>%
left_join(bb_k_rates, by = c('pitcher', 'year')) %>%
left_join(strikeouts_per_out, by = c('pitcher', 'year')) %>%
left_join(pitch_run_value, by = c('pitcher', 'year')) %>%
left_join(pitch_type_percentages_summary2, by = c('pitcher', 'year')) %>%
left_join(xwoba_by_order_summary, by = c('pitcher', 'year')) %>%
left_join(fastball_endurance, by = c('pitcher', 'year'))pitcher_roles <- read.csv("pitcher_roles.csv")pitcher_characteristics_metrics <- pitcher_characteristics_metrics %>%
left_join(pitcher_roles, by = c('pitcher','year'))write.csv(pitcher_characteristics_metrics, "full_table.csv")Step 4
Identify Usage Outliers and Alternative Matches
library(tidyverse)
library(glue)
full_table <- read.csv('full_table.csv') %>%
select(-X.1)Loop Clustering
#create intial groups of variables
fb_shape <- c('FA_X_sc', 'FA_Z_sc', 'vFA_sc')
sl_shape <- c('SL_X_sc', 'SL_Z_sc', 'vSL_sc')
fc_shape <- c('FC_X_sc', 'FC_Z_sc', 'vFC_sc')
cu_shape <- c('CU_X_sc', 'CU_Z_sc', 'vCU_sc')
kc_shape <- c('KC_X_sc', 'KC_Z_sc', 'vKC_sc')
ch_shape <- c('CH_X_sc', 'CH_Z_sc', 'vCH_sc')
sc_shape <- c('SC_X_sc', 'SC_Z_sc', 'vSC_sc')
fo_shape <- c('FO_X_sc', 'FO_Z_sc', 'vFO_sc')
si_shape <- c('SI_X_sc', 'SI_Z_sc', 'vSI_sc')
fs_shape <- c('FS_X_sc', 'FS_Z_sc', 'vFS_sc')
fb_usage <- 'FA_pct'
sl_usage <- 'SL_pct'
ct_usage <- 'CT_pct'
cb_usage <- 'CB_pct'
ch_usage <- 'CH_pct'
sf_usage <- 'SF_pct'
fb_stuff <- 'Pit_plus_FA'
sl_stuff <- 'Pit_plus_SL'
cb_stuff <- 'Pit_plus_CU'
ch_stuff <- 'Pit_plus_CH'
kc_stuff <- 'Pit_plus_KC'
si_stuff <- 'Pit_plus_SI'
fc_stuff <- 'Pit_plus_FC'
fs_stuff <- 'Pit_plus_FS'
fo_stuff <- 'Pit_plus_FO'
fb_VAA <- 'VAA_FF'
sl_VAA <- 'VAA_SL'
CB_VAA <- 'VAA_CU'
CH_VAA <- 'VAA_CH'
KC_VAA <- 'VAA_KC'
SI_VAA <- 'VAA_SI'
FC_VAA <- 'VAA_FC'
FS_VAA <- 'VAA_FS'
FO_VAA <- 'VAA_FO'
fb_HAA <- 'HAA_FF'
sl_HAA <- 'HAA_SL'
CB_HAA <- 'HAA_CU'
CH_HAA <- 'HAA_CH'
KC_HAA <- 'HAA_KC'
SI_HAA <- 'HAA_SI'
FC_HAA <- 'HAA_FC'
FS_HAA <- 'HAA_FS'
FO_HAA <- 'HAA_FO'
number_of_Stuff <- 'NumberofStuffPitches'
pitching_plus <- 'Pitching_plus'
fb_per_c <- "wFB_per_c"
sl_per_c <- "wSL_per_c"
ct_per_c <- "wCT_per_c"
cb_per_c <- "wCB_per_c"
ch_per_c <- "wCH_per_c"
xwoba <- 'xwoba'
xwoba_L <- 'xwoba_r'
xwoba_R <- 'xwoba_l'
K_pct <- 'K_pct'
BB_pct <- 'BB_pct'
K_per_9 <- 'K_per_9'
KsperOut <- 'KsperOut'
fastball_endurance <- 'avg_pitch_number_endurance'
diff_1_2_FF <- 'diff_pitch_type_percentage_1_2_diff_FF'
diff_2_3_FF <- 'diff_pitch_type_percentage_2_3_diff_FF'
diff_1_2_SL <- 'diff_pitch_type_percentage_1_2_diff_SL'
diff_2_3_SL <- 'diff_pitch_type_percentage_2_3_diff_SL'
diff_1_2_CH <- 'diff_pitch_type_percentage_1_2_diff_CH'
diff_2_3_CH <- 'diff_pitch_type_percentage_2_3_diff_CH'
diff_1_2_CU <- 'diff_pitch_type_percentage_1_2_diff_CU'
diff_2_3_CU <- 'diff_pitch_type_percentage_2_3_diff_CU'
xwoba_1_2 <- 'xwoba_faced_diff_1_2'
xwoba_2_3 <- 'xwoba_faced_diff_2_3'# create list vectors these will be applied to various iterations of model
fb_dom <- c(fb_shape, fb_usage, fb_stuff, fb_per_c, KsperOut)
fb_sl <- c(fb_per_c, sl_per_c, fb_shape, sl_shape, fb_stuff, sl_stuff)
fb_cu_ch_stuff <- c(fb_stuff, cb_stuff, ch_stuff, number_of_Stuff,pitching_plus)
fb_ch <- c(fb_per_c, ch_per_c, fb_shape, ch_shape, fb_stuff, ch_stuff)
arsenal_depth <- c(number_of_Stuff, pitching_plus)
fc_ch <- c(fb_per_c, ch_per_c, fc_shape, ch_shape, fc_stuff, ch_stuff)
fs_ch <- c(fb_per_c, ch_per_c, fs_shape, ch_shape, fs_stuff, ch_stuff)
si_ch <- c(fb_per_c, ch_per_c, si_shape, ch_shape, si_stuff, ch_stuff)
fc_cb <- c(fb_per_c, cb_per_c, fc_shape, cu_shape, fc_stuff, cb_stuff)
fs_cb <- c(fb_per_c, cb_per_c, fs_shape, cu_shape, fs_stuff, cb_stuff)
si_cb <- c(fb_per_c, cb_per_c, si_shape, cu_shape, si_stuff, cb_stuff)
fc_sl <- c(fb_per_c, sl_per_c, fc_shape, sl_shape, fc_stuff, sl_stuff)
fs_sl <- c(fb_per_c, sl_per_c, fs_shape, sl_shape, fs_stuff, sl_stuff)
si_sl <- c(fb_per_c, sl_per_c, si_shape, sl_shape, si_stuff, sl_stuff)
fb_cb <- c(fb_per_c, cb_per_c, fb_shape, cu_shape, fb_stuff, cb_stuff)
cb_dom <- c(cu_shape, cb_usage, cb_stuff, cb_per_c, KsperOut)
ch_dom <- c(ch_shape, ch_usage, ch_stuff, ch_per_c, KsperOut)
sl_dom <- c(sl_shape, sl_usage, sl_stuff, sl_per_c, KsperOut)
being_used <- c(fb_usage,sl_usage,ct_usage,cb_usage,ch_usage,sf_usage)
bbk <- c(K_pct, BB_pct)
xwoba_kman <- c(xwoba,K_pct,K_per_9, KsperOut)
kman <- c(K_pct,K_per_9,KsperOut)
x_wman <- c(xwoba,xwoba_R,xwoba_L)
sonyx_walkman <- c(xwoba,BB_pct)
x_wman_R <- c(xwoba,xwoba_R)
x_wman_L <- c(xwoba,xwoba_R)
fb_combined <- c(fb_shape, fb_usage, fb_stuff, fb_per_c, fb_VAA, fb_HAA)
sl_combined <- c(sl_shape, sl_usage, sl_stuff, sl_per_c, sl_VAA, sl_HAA)
cut_combined <- c(fc_shape, ct_usage, fc_stuff, ct_per_c, FC_VAA, FC_HAA)
cb_combined <- c(cu_shape, cb_usage, cb_stuff, cb_per_c, CB_VAA, CB_HAA)
ch_combined <- c(ch_shape, ch_usage, ch_stuff, ch_per_c, CH_VAA, CH_HAA)
si_combined <- c(si_shape, si_stuff, SI_VAA, SI_HAA)
fb_si_sl <- c(fb_combined, sl_combined, si_combined)
fb_ch_cb <- c(fb_combined, ch_combined, cb_combined)
fb_si_ch_sl <- c(fb_combined, si_combined, ch_combined, sl_combined)
starter_pls <- c(fastball_endurance, xwoba_1_2)
fastball_diff12 <- c(fastball_endurance, diff_1_2_FF, xwoba_1_2)
fastball_diff23 <- c(fastball_endurance, diff_2_3_FF, xwoba_2_3)
fastball_difffull <- c(fastball_endurance, diff_1_2_FF, diff_2_3_FF, xwoba)
pitch_arsenal_difffull <- c(fastball_endurance, diff_1_2_FF, diff_2_3_FF, xwoba, diff_1_2_SL, diff_2_3_SL, diff_1_2_CH, diff_2_3_CH, number_of_Stuff)
pitch_arsenal_difffull_CB <- c(fastball_endurance, diff_1_2_FF, diff_2_3_FF, xwoba, diff_1_2_SL, diff_2_3_SL, diff_1_2_CH, diff_2_3_CH, diff_1_2_CU, diff_2_3_CU, number_of_Stuff)
performance_metrics <- c(xwoba,K_pct, BB_pct, K_per_9, KsperOut)
#################################
#The model is looped over this list of lists
list_of_lists <- list(fb_dom, fb_sl, fb_cu_ch_stuff, fb_ch, arsenal_depth,
fc_ch, fc_cb, fc_sl, fb_cb, cb_dom,
ch_dom, sl_dom, being_used, bbk, si_cb,si_ch,si_sl, xwoba_kman,
kman,sonyx_walkman, fb_si_sl, fb_ch_cb, fb_si_ch_sl, fastball_endurance, starter_pls, xwoba_1_2, xwoba_2_3, xwoba_L, xwoba_R, fastball_diff12, fastball_diff23, fastball_difffull, pitch_arsenal_difffull, pitch_arsenal_difffull_CB)
length(list_of_lists)## [1] 34#clusters_of_interest looks for clusters with a clear majority and outliers for their respective role classification (innings, leverage, matchup, length)
clusters_of_interest <- data.frame(list_object = integer(),
cluster = integer(),
role = character(),
df = I(list()),
stringsAsFactors = FALSE) # Initialize with proper column names
for (number in seq_along(list_of_lists)) {
selected_table <- full_table[, list_of_lists[[number]]] %>%
na.omit() %>%
scale()
col_names <- colnames(selected_table)
num_centers <- ceiling(nrow(selected_table)/10)
set.seed(1990)
fit <- kmeans(x = selected_table,
centers = num_centers,
nstart = 25,
iter.max = 100)
clusters <- fit$cluster
for (i in 1:num_centers) {
cluster_table <- full_table[clusters == i, ]
######################
############ Innings
######################
if (nrow(cluster_table) >= 8) {
start_count <- sum(cluster_table$innings_role == 'start', na.rm = TRUE)
middle_count <- sum(cluster_table$innings_role == 'middle', na.rm = TRUE)
late_count <- sum(cluster_table$innings_role == 'late', na.rm = TRUE)
if (start_count >= (nrow(cluster_table) - 2)) {
print(glue::glue('List: {number}, Cluster: {i}, Role: Innings'))
new_row <- data.frame(list_object = number,
cluster = i,
role = 'Innings',
df = cluster_table,
stringsAsFactors = FALSE)
clusters_of_interest <- rbind(clusters_of_interest, new_row)
} else if (middle_count >= (nrow(cluster_table) - 2)) {
print(glue::glue('List: {number}, Cluster: {i}, Role: Innings'))
new_row <- data.frame(list_object = number,
cluster = i,
role = 'Innings',
df = cluster_table,
stringsAsFactors = FALSE)
clusters_of_interest <- rbind(clusters_of_interest, new_row)
} else if (late_count >= (nrow(cluster_table) - 2)) {
print(glue::glue('List: {number}, Cluster: {i}, Role: Innings'))
new_row <- data.frame(list_object = number,
cluster = i,
role = 'Innings',
df = cluster_table,
stringsAsFactors = FALSE)
clusters_of_interest <- rbind(clusters_of_interest, new_row)
}
}
######################
############ Length
######################
if (nrow(cluster_table) >= 8) {
short_count <- sum(cluster_table$length_role == 'short', na.rm = TRUE)
medium_count <- sum(cluster_table$length_role == 'medium', na.rm = TRUE)
long_count <- sum(cluster_table$length_role == 'long', na.rm = TRUE)
if (short_count >= (nrow(cluster_table) - 2)) {
print(glue::glue('List: {number}, Cluster: {i}, Role: Length'))
new_row <- data.frame(list_object = number,
cluster = i,
role = 'Length',
df = cluster_table,
stringsAsFactors = FALSE)
clusters_of_interest <- rbind(clusters_of_interest, new_row)
} else if (medium_count >= (nrow(cluster_table) - 2)) {
print(glue::glue('List: {number}, Cluster: {i}, Role: Length'))
new_row <- data.frame(list_object = number,
cluster = i,
role = 'Length',
df = cluster_table,
stringsAsFactors = FALSE)
clusters_of_interest <- rbind(clusters_of_interest, new_row)
} else if (long_count >= (nrow(cluster_table) - 2)) {
print(glue::glue('List: {number}, Cluster: {i}, Role: Length'))
new_row <- data.frame(list_object = number,
cluster = i,
role = 'Length',
df = cluster_table,
stringsAsFactors = FALSE)
clusters_of_interest <- rbind(clusters_of_interest, new_row)
}
}
######################
############ Matchup
######################
if (nrow(cluster_table) >= 8) {
rhh_count <- sum(cluster_table$matchup_role == 'RHH', na.rm = TRUE)
lhh_count <- sum(cluster_table$leverage_role == 'LHH', na.rm = TRUE)
none_count <- sum(cluster_table$leverage_role == 'none', na.rm = TRUE)
if (rhh_count >= (nrow(cluster_table) - 2)) {
print(glue::glue('List: {number}, Cluster: {i}, Role: Matchup'))
new_row <- data.frame(list_object = number,
cluster = i,
role = 'Matchup',
df = cluster_table,
stringsAsFactors = FALSE)
clusters_of_interest <- rbind(clusters_of_interest, new_row)
} else if (lhh_count >= (nrow(cluster_table) - 2)) {
print(glue::glue('List: {number}, Cluster: {i}, Role: Matchup'))
new_row <- data.frame(list_object = number,
cluster = i,
role = 'Matchup',
df = cluster_table,
stringsAsFactors = FALSE)
clusters_of_interest <- rbind(clusters_of_interest, new_row)
} else if (none_count >= (nrow(cluster_table) - 2)) {
print(glue::glue('List: {number}, Cluster: {i}, Role: Matchup'))
new_row <- data.frame(list_object = number,
cluster = i,
role = 'Matchup',
df = cluster_table,
stringsAsFactors = FALSE)
clusters_of_interest <- rbind(clusters_of_interest, new_row)
}
}
######################
############ Leverage
######################
if (nrow(cluster_table) >= 8) {
high_count <- sum(cluster_table$leverage_role == 'high', na.rm = TRUE)
low_count <- sum(cluster_table$leverage_role == 'low', na.rm = TRUE)
if (high_count >= (nrow(cluster_table) - 2)) {
print(glue::glue('List: {number}, Cluster: {i}, Role: Leverage'))
new_row <- data.frame(list_object = number,
cluster = i,
role = 'Leverage',
df = cluster_table,
stringsAsFactors = FALSE)
clusters_of_interest <- rbind(clusters_of_interest, new_row)
} else if (low_count >= (nrow(cluster_table) - 2)) {
print(glue::glue('List: {number}, Cluster: {i}, Role: Leverage'))
new_row <- data.frame(list_object = number,
cluster = i,
role = 'Leverage',
df = cluster_table,
stringsAsFactors = FALSE)
clusters_of_interest <- rbind(clusters_of_interest, new_row)
}
}
}
}## List: 1, Cluster: 1, Role: Leverage
## List: 1, Cluster: 17, Role: Leverage
## List: 1, Cluster: 20, Role: Leverage
## List: 1, Cluster: 86, Role: Length
## List: 1, Cluster: 102, Role: Length
## List: 1, Cluster: 136, Role: Length
## List: 1, Cluster: 186, Role: Leverage
## List: 1, Cluster: 215, Role: Length
## List: 1, Cluster: 215, Role: Leverage
## List: 1, Cluster: 218, Role: Length
## List: 2, Cluster: 43, Role: Length
## List: 2, Cluster: 50, Role: Leverage
## List: 2, Cluster: 115, Role: Length
## List: 2, Cluster: 146, Role: Length
## List: 3, Cluster: 81, Role: Length
## List: 4, Cluster: 37, Role: Leverage
## List: 4, Cluster: 55, Role: Leverage
## List: 4, Cluster: 79, Role: Leverage
## List: 4, Cluster: 83, Role: Length
## List: 4, Cluster: 145, Role: Length
## List: 5, Cluster: 1, Role: Length
## List: 5, Cluster: 3, Role: Length
## List: 5, Cluster: 4, Role: Length
## List: 5, Cluster: 12, Role: Length
## List: 5, Cluster: 25, Role: Length
## List: 5, Cluster: 34, Role: Length
## List: 5, Cluster: 89, Role: Leverage
## List: 5, Cluster: 90, Role: Length
## List: 5, Cluster: 97, Role: Length
## List: 5, Cluster: 133, Role: Length
## List: 5, Cluster: 146, Role: Leverage
## List: 5, Cluster: 160, Role: Length
## List: 5, Cluster: 163, Role: Length
## List: 5, Cluster: 186, Role: Length
## List: 5, Cluster: 192, Role: Length
## List: 5, Cluster: 193, Role: Length
## List: 5, Cluster: 212, Role: Length
## List: 5, Cluster: 219, Role: Leverage
## List: 5, Cluster: 237, Role: Length
## List: 5, Cluster: 239, Role: Leverage
## List: 5, Cluster: 240, Role: Length
## List: 5, Cluster: 258, Role: Length
## List: 5, Cluster: 258, Role: Leverage
## List: 9, Cluster: 94, Role: Length
## List: 11, Cluster: 26, Role: Length
## List: 11, Cluster: 101, Role: Length
## List: 11, Cluster: 158, Role: Length
## List: 12, Cluster: 9, Role: Length
## List: 12, Cluster: 10, Role: Length
## List: 12, Cluster: 102, Role: Length
## List: 12, Cluster: 105, Role: Leverage
## List: 12, Cluster: 165, Role: Length
## List: 12, Cluster: 165, Role: Leverage
## List: 12, Cluster: 192, Role: Length
## List: 14, Cluster: 2, Role: Leverage
## List: 14, Cluster: 4, Role: Length
## List: 14, Cluster: 9, Role: Length
## List: 14, Cluster: 27, Role: Leverage
## List: 14, Cluster: 31, Role: Leverage
## List: 14, Cluster: 39, Role: Leverage
## List: 14, Cluster: 40, Role: Leverage
## List: 14, Cluster: 42, Role: Length
## List: 14, Cluster: 71, Role: Length
## List: 14, Cluster: 83, Role: Leverage
## List: 14, Cluster: 88, Role: Length
## List: 14, Cluster: 88, Role: Leverage
## List: 14, Cluster: 93, Role: Length
## List: 14, Cluster: 104, Role: Leverage
## List: 14, Cluster: 115, Role: Length
## List: 14, Cluster: 126, Role: Length
## List: 14, Cluster: 129, Role: Length
## List: 14, Cluster: 131, Role: Length
## List: 14, Cluster: 134, Role: Length
## List: 14, Cluster: 141, Role: Length
## List: 14, Cluster: 141, Role: Leverage
## List: 14, Cluster: 146, Role: Length
## List: 14, Cluster: 156, Role: Leverage
## List: 14, Cluster: 158, Role: Length
## List: 14, Cluster: 159, Role: Leverage
## List: 14, Cluster: 161, Role: Length
## List: 14, Cluster: 165, Role: Leverage
## List: 14, Cluster: 170, Role: Leverage
## List: 14, Cluster: 176, Role: Length
## List: 14, Cluster: 187, Role: Length
## List: 14, Cluster: 192, Role: Length
## List: 14, Cluster: 211, Role: Length
## List: 14, Cluster: 221, Role: Length
## List: 14, Cluster: 224, Role: Length
## List: 14, Cluster: 229, Role: Leverage
## List: 14, Cluster: 242, Role: Length
## List: 14, Cluster: 247, Role: Leverage
## List: 15, Cluster: 9, Role: Leverage
## List: 17, Cluster: 95, Role: Length
## List: 18, Cluster: 22, Role: Length
## List: 18, Cluster: 22, Role: Leverage
## List: 18, Cluster: 25, Role: Leverage
## List: 18, Cluster: 28, Role: Leverage
## List: 18, Cluster: 34, Role: Length
## List: 18, Cluster: 43, Role: Length
## List: 18, Cluster: 45, Role: Leverage
## List: 18, Cluster: 51, Role: Length
## List: 18, Cluster: 51, Role: Leverage
## List: 18, Cluster: 54, Role: Length
## List: 18, Cluster: 57, Role: Leverage
## List: 18, Cluster: 65, Role: Leverage
## List: 18, Cluster: 102, Role: Leverage
## List: 18, Cluster: 108, Role: Length
## List: 18, Cluster: 116, Role: Length
## List: 18, Cluster: 116, Role: Leverage
## List: 18, Cluster: 118, Role: Length
## List: 18, Cluster: 133, Role: Leverage
## List: 18, Cluster: 140, Role: Length
## List: 18, Cluster: 143, Role: Length
## List: 18, Cluster: 147, Role: Length
## List: 18, Cluster: 150, Role: Length
## List: 18, Cluster: 150, Role: Matchup
## List: 18, Cluster: 163, Role: Leverage
## List: 18, Cluster: 166, Role: Length
## List: 18, Cluster: 166, Role: Leverage
## List: 18, Cluster: 168, Role: Leverage
## List: 18, Cluster: 173, Role: Length
## List: 18, Cluster: 174, Role: Length
## List: 18, Cluster: 174, Role: Leverage
## List: 18, Cluster: 180, Role: Leverage
## List: 18, Cluster: 184, Role: Leverage
## List: 18, Cluster: 186, Role: Length
## List: 18, Cluster: 186, Role: Leverage
## List: 18, Cluster: 198, Role: Length
## List: 18, Cluster: 211, Role: Length
## List: 18, Cluster: 212, Role: Leverage
## List: 18, Cluster: 221, Role: Length
## List: 18, Cluster: 227, Role: Length
## List: 18, Cluster: 228, Role: Length
## List: 18, Cluster: 243, Role: Leverage
## List: 18, Cluster: 250, Role: Length
## List: 18, Cluster: 254, Role: Length
## List: 19, Cluster: 10, Role: Length
## List: 19, Cluster: 13, Role: Length
## List: 19, Cluster: 16, Role: Length
## List: 19, Cluster: 27, Role: Length
## List: 19, Cluster: 33, Role: Length
## List: 19, Cluster: 47, Role: Length
## List: 19, Cluster: 51, Role: Length
## List: 19, Cluster: 62, Role: Length
## List: 19, Cluster: 70, Role: Leverage
## List: 19, Cluster: 71, Role: Length
## List: 19, Cluster: 72, Role: Length
## List: 19, Cluster: 72, Role: Leverage
## List: 19, Cluster: 82, Role: Leverage
## List: 19, Cluster: 90, Role: Length
## List: 19, Cluster: 94, Role: Length
## List: 19, Cluster: 104, Role: Length
## List: 19, Cluster: 116, Role: Length
## List: 19, Cluster: 116, Role: Leverage
## List: 19, Cluster: 133, Role: Length
## List: 19, Cluster: 140, Role: Leverage
## List: 19, Cluster: 150, Role: Leverage
## List: 19, Cluster: 167, Role: Leverage
## List: 19, Cluster: 176, Role: Leverage
## List: 19, Cluster: 193, Role: Length
## List: 19, Cluster: 197, Role: Length
## List: 19, Cluster: 201, Role: Leverage
## List: 19, Cluster: 203, Role: Length
## List: 19, Cluster: 209, Role: Length
## List: 19, Cluster: 223, Role: Leverage
## List: 19, Cluster: 230, Role: Length
## List: 19, Cluster: 247, Role: Length
## List: 19, Cluster: 247, Role: Leverage
## List: 20, Cluster: 7, Role: Length
## List: 20, Cluster: 14, Role: Length
## List: 20, Cluster: 21, Role: Leverage
## List: 20, Cluster: 23, Role: Length
## List: 20, Cluster: 30, Role: Length
## List: 20, Cluster: 33, Role: Leverage
## List: 20, Cluster: 53, Role: Length
## List: 20, Cluster: 55, Role: Leverage
## List: 20, Cluster: 56, Role: Length
## List: 20, Cluster: 61, Role: Length
## List: 20, Cluster: 62, Role: Length
## List: 20, Cluster: 68, Role: Length
## List: 20, Cluster: 68, Role: Leverage
## List: 20, Cluster: 72, Role: Leverage
## List: 20, Cluster: 73, Role: Leverage
## List: 20, Cluster: 78, Role: Length
## List: 20, Cluster: 88, Role: Length
## List: 20, Cluster: 93, Role: Leverage
## List: 20, Cluster: 98, Role: Length
## List: 20, Cluster: 101, Role: Leverage
## List: 20, Cluster: 103, Role: Length
## List: 20, Cluster: 103, Role: Leverage
## List: 20, Cluster: 110, Role: Length
## List: 20, Cluster: 110, Role: Leverage
## List: 20, Cluster: 123, Role: Length
## List: 20, Cluster: 123, Role: Leverage
## List: 20, Cluster: 128, Role: Length
## List: 20, Cluster: 132, Role: Leverage
## List: 20, Cluster: 135, Role: Length
## List: 20, Cluster: 145, Role: Length
## List: 20, Cluster: 148, Role: Leverage
## List: 20, Cluster: 151, Role: Length
## List: 20, Cluster: 151, Role: Leverage
## List: 20, Cluster: 158, Role: Length
## List: 20, Cluster: 165, Role: Length
## List: 20, Cluster: 165, Role: Leverage
## List: 20, Cluster: 166, Role: Length
## List: 20, Cluster: 172, Role: Leverage
## List: 20, Cluster: 192, Role: Length
## List: 20, Cluster: 208, Role: Length
## List: 20, Cluster: 208, Role: Leverage
## List: 20, Cluster: 213, Role: Length
## List: 20, Cluster: 219, Role: Leverage
## List: 20, Cluster: 225, Role: Leverage
## List: 20, Cluster: 227, Role: Length
## List: 20, Cluster: 239, Role: Length
## List: 20, Cluster: 242, Role: Leverage
## List: 20, Cluster: 252, Role: Leverage
## List: 20, Cluster: 255, Role: Length
## List: 20, Cluster: 259, Role: Leverage
## List: 21, Cluster: 36, Role: Length
## List: 23, Cluster: 18, Role: Leverage
## List: 23, Cluster: 27, Role: Length
## List: 24, Cluster: 68, Role: Leverage
## List: 24, Cluster: 84, Role: Leverage
## List: 24, Cluster: 132, Role: Length
## List: 26, Cluster: 20, Role: Length
## List: 26, Cluster: 20, Role: Leverage
## List: 26, Cluster: 32, Role: Length
## List: 26, Cluster: 55, Role: Length
## List: 26, Cluster: 56, Role: Length
## List: 26, Cluster: 90, Role: Length
## List: 26, Cluster: 90, Role: Leverage
## List: 26, Cluster: 105, Role: Leverage
## List: 26, Cluster: 114, Role: Length
## List: 26, Cluster: 115, Role: Length
## List: 26, Cluster: 126, Role: Leverage
## List: 26, Cluster: 140, Role: Leverage
## List: 28, Cluster: 4, Role: Length
## List: 28, Cluster: 17, Role: Length
## List: 28, Cluster: 33, Role: Length
## List: 28, Cluster: 35, Role: Length
## List: 28, Cluster: 41, Role: Leverage
## List: 28, Cluster: 66, Role: Length
## List: 28, Cluster: 71, Role: Leverage
## List: 28, Cluster: 74, Role: Length
## List: 28, Cluster: 82, Role: Length
## List: 28, Cluster: 95, Role: Length
## List: 28, Cluster: 134, Role: Leverage
## List: 28, Cluster: 137, Role: Length
## List: 28, Cluster: 158, Role: Length
## List: 28, Cluster: 185, Role: Length
## List: 28, Cluster: 190, Role: Leverage
## List: 28, Cluster: 196, Role: Leverage
## List: 28, Cluster: 201, Role: Length
## List: 28, Cluster: 228, Role: Length
## List: 28, Cluster: 230, Role: Length
## List: 28, Cluster: 242, Role: Length
## List: 28, Cluster: 242, Role: Leverage
## List: 28, Cluster: 260, Role: Length
## List: 29, Cluster: 26, Role: Length
## List: 29, Cluster: 42, Role: Leverage
## List: 29, Cluster: 59, Role: Length
## List: 29, Cluster: 68, Role: Length
## List: 29, Cluster: 72, Role: Length
## List: 29, Cluster: 82, Role: Length
## List: 29, Cluster: 84, Role: Length
## List: 29, Cluster: 95, Role: Length
## List: 29, Cluster: 105, Role: Length
## List: 29, Cluster: 110, Role: Length
## List: 29, Cluster: 114, Role: Length
## List: 29, Cluster: 130, Role: Leverage
## List: 29, Cluster: 149, Role: Length
## List: 29, Cluster: 164, Role: Length
## List: 29, Cluster: 171, Role: Leverage
## List: 29, Cluster: 182, Role: Length
## List: 29, Cluster: 189, Role: Length
## List: 29, Cluster: 190, Role: Length
## List: 30, Cluster: 49, Role: Leverage
## List: 31, Cluster: 42, Role: Leverage
## List: 32, Cluster: 11, Role: Length
## List: 32, Cluster: 46, Role: Length
## List: 32, Cluster: 107, Role: Length
## List: 32, Cluster: 113, Role: Length
## List: 33, Cluster: 20, Role: Leverage
## List: 33, Cluster: 35, Role: Length
## List: 33, Cluster: 103, Role: Length
## List: 33, Cluster: 114, Role: Leverage
## List: 34, Cluster: 5, Role: Leverage
## List: 34, Cluster: 122, Role: Lengthnames(clusters_of_interest) <- str_remove_all(names(clusters_of_interest), "^df\\.")Performance Checks
#performance_matches looks for clusters that fit certain criteria to suggest that the outlier could perform better in the majority's role
performance_matches <- data.frame()
for(i in 1:nrow(clusters_of_interest)){
list_object_number <- clusters_of_interest[i,1]
cluster_number <- clusters_of_interest[i,2]
check_role <- clusters_of_interest[i,3]
exploration_table <- clusters_of_interest %>%
filter(list_object == list_object_number & cluster == cluster_number) %>%
select(role, pitcher, inning_role, length_role, matchup_role,
leverage_role, xwoba, IP) %>% # Assuming 'IP' is the column for Innings Pitched
filter(IP > 5)
if(nrow(exploration_table) < 5){
next
}
######################
############ Inning
######################
inning_role_counts <- table(exploration_table$inning_role)
max_cat <- names(inning_role_counts)[which.max(inning_role_counts)]
max_table <- exploration_table %>%
filter(inning_role == max_cat)
min_table <- exploration_table %>%
filter(inning_role != max_cat)
max_q3 <- quantile(max_table$xwoba, probs = 0.75)
if(any(min_table$xwoba > max_q3) & check_role == 'Inning') {
new_row <- data.frame(list_object = list_object_number,
cluster = cluster_number,
role = 'Inning')
performance_matches <- rbind(performance_matches, new_row)
}
######################
############ Length
######################
length_role_counts <- table(exploration_table$length_role)
max_cat <- names(length_role_counts)[which.max(length_role_counts)]
max_table <- exploration_table %>%
filter(length_role == max_cat)
min_table <- exploration_table %>%
filter(length_role != max_cat)
max_q3 <- quantile(max_table$xwoba, probs = 0.75)
if(any(min_table$xwoba > max_q3) & check_role == 'Length') {
new_row <- data.frame(list_object = list_object_number,
cluster = cluster_number,
role = 'Length')
performance_matches <- rbind(performance_matches, new_row)
}
######################
############ Matchup
######################
matchup_role_counts <- table(exploration_table$matchup_role)
max_cat <- names(matchup_role_counts)[which.max(matchup_role_counts)]
max_table <- exploration_table %>%
filter(matchup_role == max_cat)
min_table <- exploration_table %>%
filter(matchup_role != max_cat)
max_q3 <- quantile(max_table$xwoba, probs = 0.75)
if(any(min_table$xwoba > max_q3) & check_role == 'Matchup') {
new_row <- data.frame(list_object = list_object_number,
cluster = cluster_number,
role = 'Matchup')
performance_matches <- rbind(performance_matches, new_row)
}
######################
############ Leverage
######################
# Look for clusters where everyone is below 25th percentile of population woba where
# the minority is low leverage
population_xwoba <- mean(full_table$xwoba)
population_xwoba_q1 <- quantile(full_table$xwoba, probs = 0.25)
population_xwoba_q3 <- quantile(full_table$xwoba, probs = 0.75)
leverage_role_counts <- table(exploration_table$leverage_role)
max_cat <- names(leverage_role_counts)[which.max(leverage_role_counts)]
min_table <- exploration_table %>%
filter(leverage_role != max_cat)
if(all(exploration_table$xwoba < population_xwoba_q1) & max_cat == 'high' &
check_role == 'Leverage') {
new_row <- data.frame(list_object = list_object_number,
cluster = cluster_number,
role = 'Leverage')
performance_matches <- rbind(performance_matches, new_row)
}
# Look for where the minority is high leverage and HE is bad
if(max_cat == 'low' & any(min_table$xwoba > population_xwoba_q3) &
any(min_table$year) == 2023 & check_role == 'Leverage') {
new_row <- data.frame(list_object = list_object_number,
cluster = cluster_number,
role = 'Leverage')
performance_matches <- rbind(performance_matches, new_row)
}
}
performance_matches <- unique(performance_matches)Recommendations
Here we select three specific pitchers that we recommend to switch their respective role based on the performance metrics and clusters of interest
clusters_1 <- clusters_of_interest %>%
filter(list_object == 32 & cluster == 113) %>%
select(name, throws, pitcher, year, IP, number_of_Stuff,leverage_role, length_role, xwoba, list_of_lists[[32]])## Warning: Using an external vector in selections was deprecated in tidyselect 1.1.0.
## ℹ Please use `all_of()` or `any_of()` instead.
## # Was:
## data %>% select(number_of_Stuff)
##
## # Now:
## data %>% select(all_of(number_of_Stuff))
##
## See <https://tidyselect.r-lib.org/reference/faq-external-vector.html>.
## This warning is displayed once every 8 hours.
## Call `lifecycle::last_lifecycle_warnings()` to see where this warning was
## generated.clusters_1## name throws pitcher year IP NumberofStuffPitches
## 905 Graham Ashcraft R 668933 2022 105.0 2
## 10993 Tommy Milone L 543548 2023 9.0 2
## 11573 Josh Reddick R 502210 2021 0.2 0
## 1304 Carlos Estevez R 608032 2021 61.2 2
## 13733 Luis Guillorme R 641645 2021 1.0 0
## 13753 Dan Altavilla R 656186 2021 1.1 2
## 23261 Brooks Raley L 548384 2021 49.0 2
## 2520 Anderson Severino L 644429 2022 7.1 1
## 25785 Jose Alvarado L 621237 2023 41.1 1
## leverage_role length_role xwoba avg_pitch_number_endurance
## 905 <NA> <NA> 0.3105087 NA
## 10993 low none 0.3590000 NA
## 11573 low short 0.7198000 NA
## 1304 high short 0.3176431 NA
## 13733 low short 0.5455714 NA
## 13753 low short 0.4242000 NA
## 23261 high short 0.3012549 NA
## 2520 low short 0.3082059 24
## 25785 high short 0.2586647 NA
## diff_pitch_type_percentage_1_2_diff_FF
## 905 0.00000000
## 10993 -0.03134146
## 11573 0.00000000
## 1304 -0.65314849
## 13733 0.00000000
## 13753 -0.39411765
## 23261 -0.06865284
## 2520 -0.62877671
## 25785 0.00000000
## diff_pitch_type_percentage_2_3_diff_FF
## 905 0.0000000
## 10993 -0.1066667
## 11573 0.0000000
## 1304 0.0000000
## 13733 0.0000000
## 13753 0.0000000
## 23261 0.0000000
## 2520 0.0000000
## 25785 0.0000000list_of_lists[[32]]## [1] "avg_pitch_number_endurance"
## [2] "diff_pitch_type_percentage_1_2_diff_FF"
## [3] "diff_pitch_type_percentage_2_3_diff_FF"
## [4] "xwoba"TommyMilone <- clusters_1[2,]Milone Analysis
This cluster was based on endurance and usage through multiple times around the order. Out of this specific cluster, we chose to focus on Tommy Milone. Unlike his counterparts with significant innings, Milone did not fall in the short length role. Do to his high xwoba and his lack of success multiple times through an order, we feel he would improve in the shorter role. His xwoba could conceivably decrease in a shorter role because he would only have to face hitters once which is important for a pitcher with only two quality pitches. Milone looks to have a very short arsenal which is getting penalized by longer outings/multiple times facing the same hitter.
clusters_2 <- clusters_of_interest %>%
filter(list_object == 34 & cluster == 122) %>%
select(name, throws, pitcher, year, IP, length_role, xwoba, list_of_lists[[34]])
clusters_2## name throws pitcher year IP length_role xwoba
## 559 Ryan Weathers L 677960 2021 94.2 long 0.3484658
## 10473 Jake Latz L 656641 2021 4.2 none 0.2875263
## 11746 Hernan Perez R 541650 2021 2.0 short 0.1602857
## 14001 Tanner Rainey R 663432 2021 31.2 short 0.3400933
## 1406 Evan Phillips R 623465 2021 13.1 short 0.3316316
## 19801 Yimi Garcia R 554340 2023 66.0 short 0.2915647
## 2468 Rob Zastryzny L 642239 2022 4.0 short 0.2123125
## 2595 A.J. Puk L 640462 2023 56.2 short 0.2704686
## avg_pitch_number_endurance diff_pitch_type_percentage_1_2_diff_FF
## 559 42.125 -0.22330455
## 10473 36.000 -0.09756098
## 11746 NA 0.00000000
## 14001 15.000 -0.64376259
## 1406 31.000 -0.22235412
## 19801 12.000 -0.32352692
## 2468 NA -0.41510025
## 2595 15.500 -0.50213333
## diff_pitch_type_percentage_2_3_diff_FF
## 559 -0.27885390
## 10473 0.06097561
## 11746 0.00000000
## 14001 0.00000000
## 1406 -0.20312500
## 19801 0.00000000
## 2468 0.00000000
## 2595 0.00000000
## diff_pitch_type_percentage_1_2_diff_SL
## 559 -0.03792835
## 10473 -0.04878049
## 11746 0.00000000
## 14001 -0.35529756
## 1406 0.00000000
## 19801 -0.09462405
## 2468 0.00000000
## 2595 0.00000000
## diff_pitch_type_percentage_2_3_diff_SL
## 559 -0.1310116
## 10473 -0.1219512
## 11746 0.0000000
## 14001 0.0000000
## 1406 0.0000000
## 19801 0.0000000
## 2468 0.0000000
## 2595 0.0000000
## diff_pitch_type_percentage_1_2_diff_CH
## 559 -0.0053845296
## 10473 0.1219512195
## 11746 0.0000000000
## 14001 -0.0009398496
## 1406 -0.1022328398
## 19801 -0.0843720614
## 2468 -0.2941729323
## 2595 -0.0141547462
## diff_pitch_type_percentage_2_3_diff_CH
## 559 -0.01733498
## 10473 0.20731707
## 11746 0.00000000
## 14001 0.00000000
## 1406 0.00000000
## 19801 0.00000000
## 2468 0.00000000
## 2595 0.00000000
## diff_pitch_type_percentage_1_2_diff_CU
## 559 0.00000000
## 10473 0.02439024
## 11746 0.00000000
## 14001 0.00000000
## 1406 0.00000000
## 19801 -0.33171590
## 2468 -0.20640142
## 2595 0.00000000
## diff_pitch_type_percentage_2_3_diff_CU NumberofStuffPitches
## 559 0.0000000 1
## 10473 -0.1463415 1
## 11746 0.0000000 0
## 14001 0.0000000 2
## 1406 0.0000000 3
## 19801 0.0000000 3
## 2468 0.0000000 3
## 2595 0.0000000 2RyanWeathers <- clusters_2[1,]
list_of_lists[[34]]## [1] "avg_pitch_number_endurance"
## [2] "diff_pitch_type_percentage_1_2_diff_FF"
## [3] "diff_pitch_type_percentage_2_3_diff_FF"
## [4] "xwoba"
## [5] "diff_pitch_type_percentage_1_2_diff_SL"
## [6] "diff_pitch_type_percentage_2_3_diff_SL"
## [7] "diff_pitch_type_percentage_1_2_diff_CH"
## [8] "diff_pitch_type_percentage_2_3_diff_CH"
## [9] "diff_pitch_type_percentage_1_2_diff_CU"
## [10] "diff_pitch_type_percentage_2_3_diff_CU"
## [11] "NumberofStuffPitches"RyanWeathers2 <- full_table %>%
filter(name == "Ryan Weathers")
head(RyanWeathers2)## name pitcher throws IP year FA_pct SL_pct CT_pct CB_pct
## 1 Ryan Weathers 677960 L 94.2 2021 0.6179708 0.3036207 NA NA
## 2 Ryan Weathers 677960 L 57.2 2023 0.5660218 0.2026451 NA NA
## 3 Ryan Weathers 677960 L 3.2 2022 0.5056000 0.3146000 NA NA
## CH_pct SF_pct KN_pct XX_pct vFA_sc vFC_sc vFS_sc vFO_sc vSI_sc
## 1 0.07848404 NA NA NA 93.98457 NA NA NA 93.69972
## 2 0.23142218 NA NA NA 95.10693 NA NA NA NA
## 3 0.17980000 NA NA NA 93.51111 NA NA NA NA
## vSL_sc vCU_sc vKC_sc vEP_sc vCH_sc vSC_sc vKN_sc FA_X_sc FC_X_sc FS_X_sc
## 1 86.60175 NA NA NA 86.60645 NA NA 7.154793 NA NA
## 2 80.78263 NA NA NA 86.81203 NA NA 7.443800 NA NA
## 3 82.08571 NA NA NA 83.38125 NA NA 7.317111 NA NA
## FO_X_sc SI_X_sc SL_X_sc CU_X_sc KC_X_sc EP_X_sc CH_X_sc SC_X_sc KN_X_sc
## 1 NA 8.989994 -0.661845 NA NA NA 6.671783 NA NA
## 2 NA NA -6.795729 NA NA NA 7.511591 NA NA
## 3 NA NA -1.198929 NA NA NA 7.700625 NA NA
## FA_Z_sc FC_Z_sc FS_Z_sc FO_Z_sc SI_Z_sc SL_Z_sc CU_Z_sc KC_Z_sc EP_Z_sc
## 1 8.252875 NA NA NA 8.227037 3.3126930 NA NA NA
## 2 8.677965 NA NA NA NA -0.1848697 NA NA NA
## 3 9.120667 NA NA NA NA 2.5996429 NA NA NA
## CH_Z_sc SC_Z_sc KN_Z_sc VAA_CU VAA_FA VAA_FF VAA_SI VAA_SL
## 1 6.580342 NA NA NA NA -5.070398 -5.441277 -7.195202
## 2 6.008388 NA NA NA NA -4.784267 NA NA
## 3 6.756875 NA NA NA NA -4.249174 NA -7.787281
## VAA_CH VAA_CS VAA_FC VAA_EP VAA_PO VAA_ST VAA_FS VAA_KC VAA_SV VAA_NA
## 1 -6.311845 NA NA NA NA NA NA NA NA NA
## 2 -6.771186 NA NA NA NA -8.411795 NA NA NA NA
## 3 -5.623400 NA NA NA NA NA NA NA NA NA
## VAA_FO VAA_KN VAA_SC HAA_CU HAA_FA HAA_FF HAA_SI HAA_SL
## 1 NA NA NA NA NA -0.7194436 -0.2855936 -2.630037
## 2 NA NA NA NA NA -1.5476610 NA NA
## 3 NA NA NA NA NA -0.2983935 NA -2.614217
## HAA_CH HAA_CS HAA_FC HAA_EP HAA_PO HAA_ST HAA_FS HAA_KC HAA_SV HAA_NA
## 1 -0.32116733 NA NA NA NA NA NA NA NA NA
## 2 -0.96850821 NA NA NA NA -4.630739 NA NA NA NA
## 3 -0.03193911 NA NA NA NA NA NA NA NA NA
## HAA_FO HAA_KN HAA_SC Pit_plus_CH Pit_plus_CU Pit_plus_FA Pit_plus_SI
## 1 NA NA NA 83.10399 NA 94.32288 92.36815
## 2 NA NA NA 88.29097 NA 93.29622 NA
## 3 NA NA NA 71.30000 NA 81.60000 NA
## Pit_plus_SL Pit_plus_KC Pit_plus_FC Pit_plus_FS Pit_plus_FO Pitching_plus
## 1 102.1427 NA NA NA NA 95.61575
## 2 100.2556 NA NA NA NA 93.65587
## 3 104.3000 NA NA NA NA 86.88989
## NumberofStuffPitches plus_stuff_pitches xwoba xwoba_r xwoba_l
## 1 1 1 0.3484658 0.3464669 0.3528862
## 2 1 1 0.3360196 0.3448115 0.3097813
## 3 1 1 0.3020476 0.3020476 NA
## K_pct BB_pct K_per_9 NameASCII KsperOut wFB_per_c wSL_per_c
## 1 0.1795411 0.07480249 6.814304 Ryan Weathers 0.2523816 -0.9566868 0.1110661
## 2 0.1673416 0.11287160 6.744371 Ryan Weathers 0.2497915 -1.5891470 -0.8966688
## 3 0.1429000 0.19050000 7.363630 Ryan Weathers 0.2727270 -3.9673334 1.4659678
## wCT_per_c wCB_per_c wCH_per_c wSF_per_c wKN_per_c FA_pct_sc
## 1 NA NA -1.928111 NA NA 0.4308596
## 2 NA NA -1.839952 NA NA 0.5608358
## 3 NA NA -1.267806 NA NA 0.5056000
## pitch_type_percentage_1_FF pitch_type_percentage_1_CU
## 1 0.5887163 0
## 2 0.5710823 0
## 3 0.6486486 0
## pitch_type_percentage_1_SI pitch_type_percentage_1_CH
## 1 0.07470065 0.06218079
## 2 0.00000000 0.25287565
## 3 0.00000000 0.18918919
## pitch_type_percentage_1_SL pitch_type_percentage_1_FC
## 1 0.2744022 0
## 2 0.0000000 0
## 3 0.1621622 0
## pitch_type_percentage_2_CH pitch_type_percentage_2_FF
## 1 0.05679626 0.3654118
## 2 0.18212219 0.4787637
## 3 0.16666667 0.3333333
## pitch_type_percentage_2_SI pitch_type_percentage_2_SL
## 1 0.04131808 0.2364739
## 2 0.00000000 0.0000000
## 3 0.00000000 0.5000000
## pitch_type_percentage_3_FC pitch_type_percentage_3_FF
## 1 0 0.08655789
## 2 0 0.29853478
## 3 0 0.56250000
## pitch_type_percentage_3_SL pitch_type_percentage_2_FC
## 1 0.1054623 0
## 2 0.0000000 0
## 3 0.2500000 0
## pitch_type_percentage_3_CH pitch_type_percentage_3_SI
## 1 0.03946128 0.03518519
## 2 0.16865560 0.00000000
## 3 0.18750000 0.00000000
## pitch_type_percentage_1_KC pitch_type_percentage_2_KC
## 1 0 0
## 2 0 0
## 3 0 0
## pitch_type_percentage_3_KC pitch_type_percentage_1_ST
## 1 0 0.0000000
## 2 0 0.1760421
## 3 0 0.0000000
## pitch_type_percentage_2_CU pitch_type_percentage_1_FS
## 1 0 0
## 2 0 0
## 3 0 0
## pitch_type_percentage_2_FS pitch_type_percentage_3_CU
## 1 0 0
## 2 0 0
## 3 0 0
## pitch_type_percentage_1_SV pitch_type_percentage_2_SV
## 1 0 0
## 2 0 0
## 3 0 0
## pitch_type_percentage_3_SV pitch_type_percentage_3_FS
## 1 0 0
## 2 0 0
## 3 0 0
## pitch_type_percentage_2_ST pitch_type_percentage_3_ST
## 1 0.0000000 0.0000000
## 2 0.2057808 0.1328096
## 3 0.0000000 0.0000000
## pitch_type_percentage_4_FF pitch_type_percentage_4_KC
## 1 0 0
## 2 0 0
## 3 0 0
## pitch_type_percentage_4_SL pitch_type_percentage_1_NA
## 1 0 0
## 2 0 0
## 3 0 0
## pitch_type_percentage_4_CH pitch_type_percentage_1_CS
## 1 0 0
## 2 0 0
## 3 0 0
## pitch_type_percentage_4_CU pitch_type_percentage_4_SI
## 1 0 0
## 2 0 0
## 3 0 0
## pitch_type_percentage_2_FA pitch_type_percentage_3_EP
## 1 0 0
## 2 0 0
## 3 0 0
## pitch_type_percentage_1_SC pitch_type_percentage_4_ST
## 1 0 0
## 2 0 0
## 3 0 0
## pitch_type_percentage_4_FS pitch_type_percentage_1_FA
## 1 0 0
## 2 0 0
## 3 0 0
## pitch_type_percentage_4_FC pitch_type_percentage_2_CS
## 1 0 0
## 2 0 0
## 3 0 0
## pitch_type_percentage_3_CS pitch_type_percentage_1_EP
## 1 0 0
## 2 0 0
## 3 0 0
## pitch_type_percentage_1_PO pitch_type_percentage_5_SI
## 1 0 0
## 2 0 0
## 3 0 0
## pitch_type_percentage_5_SL pitch_type_percentage_1_KN
## 1 0 0
## 2 0 0
## 3 0 0
## pitch_type_percentage_4_SV pitch_type_percentage_2_NA
## 1 0 0
## 2 0 0
## 3 0 0
## pitch_type_percentage_3_NA pitch_type_percentage_2_PO
## 1 0 0
## 2 0 0
## 3 0 0
## pitch_type_percentage_2_KN pitch_type_percentage_3_KN
## 1 0 0
## 2 0 0
## 3 0 0
## pitch_type_percentage_5_CH pitch_type_percentage_4_CS
## 1 0 0
## 2 0 0
## 3 0 0
## pitch_type_percentage_2_EP pitch_type_percentage_3_FA
## 1 0 0
## 2 0 0
## 3 0 0
## pitch_type_percentage_3_PO pitch_type_percentage_5_CU
## 1 0 0
## 2 0 0
## 3 0 0
## pitch_type_percentage_5_FF pitch_type_percentage_5_KC
## 1 0 0
## 2 0 0
## 3 0 0
## pitch_type_percentage_1_FO pitch_type_percentage_2_FO
## 1 0 0
## 2 0 0
## 3 0 0
## pitch_type_percentage_3_FO pitch_type_percentage_5_FC
## 1 0 0
## 2 0 0
## 3 0 0
## pitch_type_percentage_2_SC pitch_type_percentage_4_FO
## 1 0 0
## 2 0 0
## 3 0 0
## diff_pitch_type_percentage_1_2_diff_CH diff_pitch_type_percentage_1_2_diff_FF
## 1 -0.00538453 -0.22330455
## 2 -0.07075346 -0.09231856
## 3 -0.02252252 -0.31531532
## diff_pitch_type_percentage_1_2_diff_SI diff_pitch_type_percentage_1_2_diff_SL
## 1 -0.03338257 -0.03792835
## 2 0.00000000 0.00000000
## 3 0.00000000 0.33783784
## diff_pitch_type_percentage_1_2_diff_FC diff_pitch_type_percentage_1_2_diff_KC
## 1 0 0
## 2 0 0
## 3 0 0
## diff_pitch_type_percentage_1_2_diff_CU diff_pitch_type_percentage_1_2_diff_FS
## 1 0 0
## 2 0 0
## 3 0 0
## diff_pitch_type_percentage_1_2_diff_SV diff_pitch_type_percentage_1_2_diff_ST
## 1 0 0.00000000
## 2 0 0.02973869
## 3 0 0.00000000
## diff_pitch_type_percentage_1_2_diff_FA diff_pitch_type_percentage_1_2_diff_CS
## 1 0 0
## 2 0 0
## 3 0 0
## diff_pitch_type_percentage_1_2_diff_NA diff_pitch_type_percentage_1_2_diff_PO
## 1 0 0
## 2 0 0
## 3 0 0
## diff_pitch_type_percentage_1_2_diff_KN diff_pitch_type_percentage_1_2_diff_EP
## 1 0 0
## 2 0 0
## 3 0 0
## diff_pitch_type_percentage_1_2_diff_FO diff_pitch_type_percentage_1_2_diff_SC
## 1 0 0
## 2 0 0
## 3 0 0
## diff_pitch_type_percentage_2_3_diff_FC diff_pitch_type_percentage_2_3_diff_FF
## 1 0 -0.2788539
## 2 0 -0.1802289
## 3 0 0.2291667
## diff_pitch_type_percentage_2_3_diff_SL diff_pitch_type_percentage_2_3_diff_CH
## 1 -0.1310116 -0.01733498
## 2 0.0000000 -0.01346659
## 3 -0.2500000 0.02083333
## diff_pitch_type_percentage_2_3_diff_SI diff_pitch_type_percentage_2_3_diff_KC
## 1 -0.006132897 0
## 2 0.000000000 0
## 3 0.000000000 0
## diff_pitch_type_percentage_2_3_diff_CU diff_pitch_type_percentage_2_3_diff_SV
## 1 0 0
## 2 0 0
## 3 0 0
## diff_pitch_type_percentage_2_3_diff_FS diff_pitch_type_percentage_2_3_diff_ST
## 1 0 0.00000000
## 2 0 -0.07297116
## 3 0 0.00000000
## diff_pitch_type_percentage_2_3_diff_EP diff_pitch_type_percentage_2_3_diff_CS
## 1 0 0
## 2 0 0
## 3 0 0
## diff_pitch_type_percentage_2_3_diff_NA diff_pitch_type_percentage_2_3_diff_KN
## 1 0 0
## 2 0 0
## 3 0 0
## diff_pitch_type_percentage_2_3_diff_FA diff_pitch_type_percentage_2_3_diff_PO
## 1 0 0
## 2 0 0
## 3 0 0
## diff_pitch_type_percentage_2_3_diff_FO xwoba_times_faced_1
## 1 0 0.3454444
## 2 0 0.3678880
## 3 0 0.3845556
## xwoba_times_faced_2 xwoba_times_faced_3 xwoba_times_faced_4
## 1 0.3099206 0.3420208 NA
## 2 0.2756132 0.3463333 NA
## 3 0.1730000 0.4416667 NA
## xwoba_times_faced_5 xwoba_faced_diff_1_2 xwoba_faced_diff_2_3
## 1 NA -0.03552372 0.03210020
## 2 NA -0.09227472 0.07072009
## 3 NA -0.21155556 0.26866667
## avg_pitch_number_endurance avg_rolling_avg_velocity avg_first_pitch_velocity
## 1 42.125 92.44167 94.2
## 2 77.000 93.93333 95.9
## 3 NA NA NA
## X inning_role length_role matchup_role leverage_role
## 1 234 none long RHH low
## 2 2053 none long RHH none
## 3 1590 none long RHH nonehead(RyanWeathers2$pitch_type_percentage_2_SL)## [1] 0.2364739 0.0000000 0.5000000mean(full_table$avg_pitch_number_endurance, na.rm = TRUE)## [1] 35.81681Ryan Weathers
This cluster focus on how many pitches it takes a pitcher to drop, his usage of different pitches multiple times through the order, and his number of quality pitches. We feel that Weather would improve being moved to a short length role because of his lack of multiple good pitches and his pitch usage through the game. His xwOBA would improve if he only had to face a hitter once per game.
clusters_3 <- clusters_of_interest %>%
filter(list_object == 19 & cluster == 116) %>%
select(name, throws, pitcher, year, IP, length_role,leverage_role, xwoba, list_of_lists[[19]])
clusters_3## name throws pitcher year IP length_role leverage_role
## 94 Michael Kopech R 656629 2021 69.1 none none
## 1000 Spencer Strider R 675911 2023 186.2 <NA> <NA>
## 13881 Raisel Iglesias R 628452 2021 70.0 short high
## 15462 Liam Hendriks R 521230 2022 57.2 short high
## 17681 Ryan Helsley R 664854 2022 64.2 short high
## 1853 Andres Munoz R 662253 2022 65.0 short high
## 20041 Robert Stephenson R 596112 2023 52.1 short high
## 20631 Devin Williams R 642207 2023 58.2 short high
## 21111 Pete Fairbanks R 664126 2023 45.1 short high
## 25631 Josh Hader L 623352 2023 56.1 short high
## 941 Michael Kopech R 656629 2021 69.1 none none
## 10001 Spencer Strider R 675911 2023 186.2 <NA> <NA>
## 13882 Raisel Iglesias R 628452 2021 70.0 short high
## 15463 Liam Hendriks R 521230 2022 57.2 short high
## 17682 Ryan Helsley R 664854 2022 64.2 short high
## 18531 Andres Munoz R 662253 2022 65.0 short high
## 20042 Robert Stephenson R 596112 2023 52.1 short high
## 20632 Devin Williams R 642207 2023 58.2 short high
## 21112 Pete Fairbanks R 664126 2023 45.1 short high
## 25632 Josh Hader L 623352 2023 56.1 short high
## xwoba K_pct K_per_9 KsperOut
## 94 0.2615857 0.3614232 13.32945 0.4936832
## 1000 0.2744475 0.3683000 13.54819 0.5017848
## 13881 0.2420662 0.3773000 13.24286 0.4904762
## 15462 0.2591834 0.3617000 13.26589 0.4913292
## 17681 0.2266429 0.3933000 13.08247 0.4845358
## 1853 0.2089218 0.3871000 13.29231 0.4923077
## 20041 0.2592929 0.3831000 13.24205 0.4904462
## 20631 0.2545502 0.3766000 13.34658 0.4943179
## 21111 0.2536339 0.3696000 13.50001 0.5000004
## 25631 0.2408018 0.3680000 13.57989 0.5029589
## 941 0.2615857 0.3614232 13.32945 0.4936832
## 10001 0.2744475 0.3683000 13.54819 0.5017848
## 13882 0.2420662 0.3773000 13.24286 0.4904762
## 15463 0.2591834 0.3617000 13.26589 0.4913292
## 17682 0.2266429 0.3933000 13.08247 0.4845358
## 18531 0.2089218 0.3871000 13.29231 0.4923077
## 20042 0.2592929 0.3831000 13.24205 0.4904462
## 20632 0.2545502 0.3766000 13.34658 0.4943179
## 21112 0.2536339 0.3696000 13.50001 0.5000004
## 25632 0.2408018 0.3680000 13.57989 0.5029589MichaelKopech <- clusters_3[1,]
MichaelKopech2 <- full_table %>%
filter(name == "Michael Kopech")
head(MichaelKopech2)## name pitcher throws IP year FA_pct SL_pct CT_pct
## 1 Michael Kopech 656629 R 69.1 2021 0.6435021 0.2672558 NA
## 2 Michael Kopech 656629 R 128.4 2023 0.6151766 0.2728274 NA
## 3 Michael Kopech 656629 R 119.1 2022 0.6174000 0.2592000 NA
## CB_pct CH_pct SF_pct KN_pct XX_pct vFA_sc vFC_sc vFS_sc vFO_sc
## 1 0.06391684 0.02532526 NA NA NA 97.30059 NA NA NA
## 2 0.03825025 0.07374569 NA NA NA 95.16631 NA NA NA
## 3 0.11090000 0.01240000 NA NA 5e-04 94.86925 NA NA NA
## vSI_sc vSL_sc vCU_sc vKC_sc vEP_sc vCH_sc vSC_sc vKN_sc FA_X_sc
## 1 NA 84.11487 78.74587 NA NA 89.80278 NA NA -6.239336
## 2 NA 84.80733 NA NA NA 88.66398 NA NA -5.926971
## 3 NA 84.31415 78.37756 NA NA 85.18400 NA NA -6.283115
## FC_X_sc FS_X_sc FO_X_sc SI_X_sc SL_X_sc CU_X_sc KC_X_sc EP_X_sc CH_X_sc
## 1 NA NA NA NA 4.468939 4.846328 NA NA -8.388606
## 2 NA NA NA NA 2.226905 NA NA NA -8.916346
## 3 NA NA NA NA 1.862346 3.842341 NA NA -7.944800
## SC_X_sc KN_X_sc FA_Z_sc FC_Z_sc FS_Z_sc FO_Z_sc SI_Z_sc SL_Z_sc
## 1 NA NA 10.823971 NA NA NA NA -0.2508710
## 2 NA NA 9.997852 NA NA NA NA 0.1933322
## 3 NA NA 10.879096 NA NA NA NA -0.7870577
## CU_Z_sc KC_Z_sc EP_Z_sc CH_Z_sc SC_Z_sc KN_Z_sc VAA_CU VAA_FA VAA_FF
## 1 -3.963581 NA NA 5.208858 NA NA -9.521258 NA -4.314634
## 2 NA NA NA 4.475475 NA NA -9.092484 NA -4.333959
## 3 -4.037951 NA NA 5.642000 NA NA -9.222735 NA -4.356315
## VAA_SI VAA_SL VAA_CH VAA_CS VAA_FC VAA_EP VAA_PO VAA_ST VAA_FS
## 1 NA -8.069673 -6.712667 NA NA NA NA NA NA
## 2 NA -7.782939 -6.356264 NA NA NA NA NA NA
## 3 NA -8.027837 -5.164233 NA NA NA -4.989359 NA NA
## VAA_KC VAA_SV VAA_NA VAA_FO VAA_KN VAA_SC HAA_CU HAA_FA HAA_FF HAA_SI
## 1 NA NA NA NA NA NA 3.502265 NA 1.265020 NA
## 2 NA NA NA NA NA NA 3.180157 NA 1.855332 NA
## 3 NA NA NA NA NA NA 3.343259 NA 1.168882 NA
## HAA_SL HAA_CH HAA_CS HAA_FC HAA_EP HAA_PO HAA_ST HAA_FS HAA_KC HAA_SV
## 1 3.955371 0.6405161 NA NA NA NA NA NA NA NA
## 2 3.712904 0.6251607 NA NA NA NA NA NA NA NA
## 3 3.556743 0.2873027 NA NA NA -0.520467 NA NA NA NA
## HAA_NA HAA_FO HAA_KN HAA_SC Pit_plus_CH Pit_plus_CU Pit_plus_FA Pit_plus_SI
## 1 NA NA NA NA 103.25687 96.27085 112.05197 NA
## 2 NA NA NA NA 75.45270 NA 94.01520 NA
## 3 NA NA NA NA 86.63333 97.19024 99.70912 NA
## Pit_plus_SL Pit_plus_KC Pit_plus_FC Pit_plus_FS Pit_plus_FO Pitching_plus
## 1 116.39600 NA NA NA NA 112.45017
## 2 98.84719 NA NA NA NA 94.05654
## 3 102.78399 NA NA NA NA 100.10264
## NumberofStuffPitches plus_stuff_pitches xwoba xwoba_r xwoba_l
## 1 3 3 0.2615857 0.2844578 0.2282807
## 2 0 0 0.3636836 0.3412667 0.3867938
## 3 1 1 0.3119472 0.3051264 0.3207349
## K_pct BB_pct K_per_9 NameASCII KsperOut wFB_per_c wSL_per_c
## 1 0.3614232 0.08417053 13.329447 Michael Kopech 0.4936832 0.6746414 1.1711282
## 2 0.2267569 0.15395381 9.366660 Michael Kopech 0.3469133 -0.6329878 -1.8164209
## 3 0.2126000 0.11540000 7.919017 Michael Kopech 0.2932969 0.7659428 -0.7549328
## wCT_per_c wCB_per_c wCH_per_c wSF_per_c wKN_per_c FA_pct_sc
## 1 NA -1.0438458 1.362564 NA NA 0.6442253
## 2 NA 0.6788962 -0.928329 NA NA 0.6143041
## 3 NA 1.2352197 -0.979096 NA NA 0.6176000
## pitch_type_percentage_1_FF pitch_type_percentage_1_CU
## 1 0.6317198 0.03129781
## 2 0.6080257 0.02616796
## 3 0.6402386 0.08864722
## pitch_type_percentage_1_SI pitch_type_percentage_1_CH
## 1 0 0.01391292
## 2 0 0.05737238
## 3 0 0.01197086
## pitch_type_percentage_1_SL pitch_type_percentage_1_FC
## 1 0.3003422 0
## 2 0.3084340 0
## 3 0.2591433 0
## pitch_type_percentage_2_CH pitch_type_percentage_2_FF
## 1 0.01506031 0.09821309
## 2 0.06145871 0.51882799
## 3 0.01268670 0.54076969
## pitch_type_percentage_2_SI pitch_type_percentage_2_SL
## 1 0 0.03906774
## 2 0 0.21718599
## 3 0 0.21749605
## pitch_type_percentage_3_FC pitch_type_percentage_3_FF
## 1 0 0.0000000
## 2 0 0.4493689
## 3 0 0.4508235
## pitch_type_percentage_3_SL pitch_type_percentage_2_FC
## 1 0.0000000 0
## 2 0.1906363 0
## 3 0.2060354 0
## pitch_type_percentage_3_CH pitch_type_percentage_3_SI
## 1 0.000000000 0
## 2 0.082965782 0
## 3 0.006262626 0
## pitch_type_percentage_1_KC pitch_type_percentage_2_KC
## 1 0 0
## 2 0 0
## 3 0 0
## pitch_type_percentage_3_KC pitch_type_percentage_1_ST
## 1 0 0
## 2 0 0
## 3 0 0
## pitch_type_percentage_2_CU pitch_type_percentage_1_FS
## 1 0.006749777 0
## 2 0.035860648 0
## 3 0.147871088 0
## pitch_type_percentage_2_FS pitch_type_percentage_3_CU
## 1 0 0.00000000
## 2 0 0.04369567
## 3 0 0.09687849
## pitch_type_percentage_1_SV pitch_type_percentage_2_SV
## 1 0 0
## 2 0 0
## 3 0 0
## pitch_type_percentage_3_SV pitch_type_percentage_3_FS
## 1 0 0
## 2 0 0
## 3 0 0
## pitch_type_percentage_2_ST pitch_type_percentage_3_ST
## 1 0 0
## 2 0 0
## 3 0 0
## pitch_type_percentage_4_FF pitch_type_percentage_4_KC
## 1 0 0
## 2 0 0
## 3 0 0
## pitch_type_percentage_4_SL pitch_type_percentage_1_NA
## 1 0.00 0.02272727
## 2 0.00 0.00000000
## 3 0.04 0.00000000
## pitch_type_percentage_4_CH pitch_type_percentage_1_CS
## 1 0 0
## 2 0 0
## 3 0 0
## pitch_type_percentage_4_CU pitch_type_percentage_4_SI
## 1 0 0
## 2 0 0
## 3 0 0
## pitch_type_percentage_2_FA pitch_type_percentage_3_EP
## 1 0 0
## 2 0 0
## 3 0 0
## pitch_type_percentage_1_SC pitch_type_percentage_4_ST
## 1 0 0
## 2 0 0
## 3 0 0
## pitch_type_percentage_4_FS pitch_type_percentage_1_FA
## 1 0 0
## 2 0 0
## 3 0 0
## pitch_type_percentage_4_FC pitch_type_percentage_2_CS
## 1 0 0
## 2 0 0
## 3 0 0
## pitch_type_percentage_3_CS pitch_type_percentage_1_EP
## 1 0 0
## 2 0 0
## 3 0 0
## pitch_type_percentage_1_PO pitch_type_percentage_5_SI
## 1 0 0
## 2 0 0
## 3 0 0
## pitch_type_percentage_5_SL pitch_type_percentage_1_KN
## 1 0 0
## 2 0 0
## 3 0 0
## pitch_type_percentage_4_SV pitch_type_percentage_2_NA
## 1 0 0
## 2 0 0
## 3 0 0
## pitch_type_percentage_3_NA pitch_type_percentage_2_PO
## 1 0 0.000000000
## 2 0 0.000000000
## 3 0 0.001176471
## pitch_type_percentage_2_KN pitch_type_percentage_3_KN
## 1 0 0
## 2 0 0
## 3 0 0
## pitch_type_percentage_5_CH pitch_type_percentage_4_CS
## 1 0 0
## 2 0 0
## 3 0 0
## pitch_type_percentage_2_EP pitch_type_percentage_3_FA
## 1 0 0
## 2 0 0
## 3 0 0
## pitch_type_percentage_3_PO pitch_type_percentage_5_CU
## 1 0 0
## 2 0 0
## 3 0 0
## pitch_type_percentage_5_FF pitch_type_percentage_5_KC
## 1 0 0
## 2 0 0
## 3 0 0
## pitch_type_percentage_1_FO pitch_type_percentage_2_FO
## 1 0 0
## 2 0 0
## 3 0 0
## pitch_type_percentage_3_FO pitch_type_percentage_5_FC
## 1 0 0
## 2 0 0
## 3 0 0
## pitch_type_percentage_2_SC pitch_type_percentage_4_FO
## 1 0 0
## 2 0 0
## 3 0 0
## diff_pitch_type_percentage_1_2_diff_CH diff_pitch_type_percentage_1_2_diff_FF
## 1 0.001147385 -0.53350676
## 2 0.004086328 -0.08919769
## 3 0.000715836 -0.09946888
## diff_pitch_type_percentage_1_2_diff_SI diff_pitch_type_percentage_1_2_diff_SL
## 1 0 -0.26127442
## 2 0 -0.09124799
## 3 0 -0.04164729
## diff_pitch_type_percentage_1_2_diff_FC diff_pitch_type_percentage_1_2_diff_KC
## 1 0 0
## 2 0 0
## 3 0 0
## diff_pitch_type_percentage_1_2_diff_CU diff_pitch_type_percentage_1_2_diff_FS
## 1 -0.024548031 0
## 2 0.009692685 0
## 3 0.059223864 0
## diff_pitch_type_percentage_1_2_diff_SV diff_pitch_type_percentage_1_2_diff_ST
## 1 0 0
## 2 0 0
## 3 0 0
## diff_pitch_type_percentage_1_2_diff_FA diff_pitch_type_percentage_1_2_diff_CS
## 1 0 0
## 2 0 0
## 3 0 0
## diff_pitch_type_percentage_1_2_diff_NA diff_pitch_type_percentage_1_2_diff_PO
## 1 -0.02272727 0.000000000
## 2 0.00000000 0.000000000
## 3 0.00000000 0.001176471
## diff_pitch_type_percentage_1_2_diff_KN diff_pitch_type_percentage_1_2_diff_EP
## 1 0 0
## 2 0 0
## 3 0 0
## diff_pitch_type_percentage_1_2_diff_FO diff_pitch_type_percentage_1_2_diff_SC
## 1 0 0
## 2 0 0
## 3 0 0
## diff_pitch_type_percentage_2_3_diff_FC diff_pitch_type_percentage_2_3_diff_FF
## 1 0 -0.09821309
## 2 0 -0.06945909
## 3 0 -0.08994622
## diff_pitch_type_percentage_2_3_diff_SL diff_pitch_type_percentage_2_3_diff_CH
## 1 -0.03906774 -0.015060308
## 2 -0.02654968 0.021507076
## 3 -0.01146065 -0.006424069
## diff_pitch_type_percentage_2_3_diff_SI diff_pitch_type_percentage_2_3_diff_KC
## 1 0 0
## 2 0 0
## 3 0 0
## diff_pitch_type_percentage_2_3_diff_CU diff_pitch_type_percentage_2_3_diff_SV
## 1 -0.006749777 0
## 2 0.007835022 0
## 3 -0.050992597 0
## diff_pitch_type_percentage_2_3_diff_FS diff_pitch_type_percentage_2_3_diff_ST
## 1 0 0
## 2 0 0
## 3 0 0
## diff_pitch_type_percentage_2_3_diff_EP diff_pitch_type_percentage_2_3_diff_CS
## 1 0 0
## 2 0 0
## 3 0 0
## diff_pitch_type_percentage_2_3_diff_NA diff_pitch_type_percentage_2_3_diff_KN
## 1 0 0
## 2 0 0
## 3 0 0
## diff_pitch_type_percentage_2_3_diff_FA diff_pitch_type_percentage_2_3_diff_PO
## 1 0 0.000000000
## 2 0 0.000000000
## 3 0 -0.001176471
## diff_pitch_type_percentage_2_3_diff_FO xwoba_times_faced_1
## 1 0 0.2545386
## 2 0 0.3780903
## 3 0 0.3296411
## xwoba_times_faced_2 xwoba_times_faced_3 xwoba_times_faced_4
## 1 0.3410053 NA NA
## 2 0.3188800 0.4396440 NA
## 3 0.3014795 0.2735452 0.023
## xwoba_times_faced_5 xwoba_faced_diff_1_2 xwoba_faced_diff_2_3
## 1 NA 0.08646674 NA
## 2 NA -0.05921028 0.12076400
## 3 NA -0.02816164 -0.02793431
## avg_pitch_number_endurance avg_rolling_avg_velocity avg_first_pitch_velocity
## 1 27.22222 96.20370 97.93333
## 2 32.45455 93.80606 95.65758
## 3 48.40000 93.20000 94.97333
## X inning_role length_role matchup_role leverage_role
## 1 40 none none none none
## 2 2052 none none none low
## 3 929 none none none lowlist_of_lists[[19]]## [1] "K_pct" "K_per_9" "KsperOut"Michael Kopech
This cluster focuses on strikeouts. Right now Kopech does not have a length or leverage role associated with him. Due to his good strikeout rates and very low xwOBA we feel that he could have success in short high leverage situations. His metrics line up closely with the others in this cluster that are in high leverage and short roles.
Visualizations Appendix
Kopech_data <- clusters_of_interest %>%
mutate(Kopech = if_else(name == 'Michael Kopech', 'Michael Kopech', 'Other'))
Kopech_boxplot <- ggplot(Kopech_data,
aes(x = factor(Kopech),
y = K_pct,
fill = factor(Kopech))) +
geom_boxplot() +
labs(x = "Kopech", y = "K Percentage") +
scale_fill_manual(values = c("Michael Kopech" = "blue", "Other" = "gray")) # Adjust colors as needed
print(Kopech_boxplot)
This boxplot shows that during Kopech’s three years he has a
substantially higher Strikeout percentage compared to the rest of the
pitchers in the data set.
graph_cluster_1 <- clusters_of_interest %>%
mutate(in_cluster = if_else(list_object == 18 & cluster == 150, 1,0))
graph_cluster_1## list_object cluster role name pitcher throws IP
## 479 1 1 Leverage Carson Spiers 686730 R 13.0
## 532 1 1 Leverage Wes Benjamin 605138 L 22.2
## 1032 1 1 Leverage Sean Manaea 640455 L 179.1
## 1042 1 1 Leverage Reiver Sanmartin 665665 L 11.2
## 1047 1 1 Leverage Jake Latz 656641 L 4.2
## 1964 1 1 Leverage Ryan Tepera 572193 R 10.2
## 2148 1 1 Leverage Josh Rojas 668942 R 2.0
## 2154 1 1 Leverage Rene Pinto 650907 R 1.0
## 2192 1 1 Leverage Braden Bristo 668754 R 7.0
## 2241 1 1 Leverage Juan Then 672730 R 11.0
## 447 1 17 Leverage Keaton Winn 676775 R 42.1
## 490 1 17 Leverage David Price 456034 L 73.2
## 496 1 17 Leverage Wade LeBlanc 453281 L 48.3
## 923 1 17 Leverage Vince Velasquez 592826 R 37.1
## 1038 1 17 Leverage Framber Valdez 664285 L 134.2
## 1960 1 17 Leverage Chris Owings 572008 R 1.0
## 1984 1 17 Leverage Spencer Patton 607359 R 12.1
## 1996 1 17 Leverage Ildemaro Vargas 545121 R 2.0
## 2009 1 17 Leverage Joey Krehbiel 607216 R 5.0
## 2051 1 17 Leverage Adam Cimber 643256 R 20.2
## 2085 1 17 Leverage Reed Garrett 657585 R 19.2
## 342 1 20 Leverage Luis Cessa 570666 R 26.0
## 362 1 20 Leverage Zack Littell 641793 R 89.3
## 896 1 20 Leverage Xzavion Curry 675540 R 9.1
## 1195 1 20 Leverage Hunter Strickland 519326 R 58.2
## 1389 1 20 Leverage Yoan Lopez 661255 R 12.1
## 1393 1 20 Leverage David Paulino 600944 R 2.0
## 1463 1 20 Leverage Kodi Whitley 676831 R 25.1
## 1767 1 20 Leverage Cody Stashak 664054 R 16.1
## 2587 1 20 Leverage Danny Young 664849 L 8.1
## 2607 1 20 Leverage Anthony Kay 641743 L 14.2
## 137 1 86 Length Griffin Canning 656288 R 62.2
## 258 1 86 Length Jimmy Lambert 669424 R 46.3
## 377 1 86 Length Brett Kennedy 664028 R 18.0
## 1581 1 86 Length Christian Bethancourt 542194 R 4.0
## 1640 1 86 Length Lucas Sims 608371 R 6.2
## 2382 1 86 Length Brett Martin 656685 L 62.1
## 2503 1 86 Length Colin Poche 621363 L 58.2
## 2622 1 86 Length Josh Walker 677020 L 10.0
## 69 1 102 Length Mike Mayers 594577 R 74.3
## 136 1 102 Length Brandon Bielak 656232 R 49.3
## 1101 1 102 Length Patrick Corbin 571578 L 180.0
## 1268 1 102 Length Archie Bradley 605151 R 51.0
## 1279 1 102 Length Dylan Floro 571670 R 64.0
## 1308 1 102 Length Rowan Wick 592858 R 23.0
## 1324 1 102 Length Andrew Knapp 595284 R 0.1
## 1330 1 102 Length Alex Reyes 621052 R 72.1
## 2104 1 102 Length Josh Lester 623507 R 1.0
## 2314 1 102 Length Anthony Gose 543238 L 6.2
## 2381 1 102 Length Josh Taylor 657031 L 47.2
## 55 1 136 Length Alec Mills 621219 R 118.3
## 1153 1 136 Length Joe Smith 501925 R 39.2
## 1439 1 136 Length Brandyn Sittinger 670087 R 4.2
## 1617 1 136 Length Seth Lugo 607625 R 65.0
## 1653 1 136 Length Matt Reynolds 608703 R 1.1
## 1737 1 136 Length Domingo Acevedo 642758 R 67.2
## 1926 1 136 Length Robert Suarez 663158 R 47.2
## 2300 1 136 Length Victor Mederos 682989 R 3.0
## 238 1 186 Leverage Mitch Keller 656605 R 159.0
## 1077 1 186 Leverage Justin Steele 657006 L 119.0
## 1159 1 186 Leverage Pedro Strop 467008 R 2.0
## 1253 1 186 Leverage Kevin Pillar 607680 R 0.1
## 1387 1 186 Leverage Domingo Acevedo 642758 R 11.0
## 1450 1 186 Leverage Raynel Espinal 642659 R 2.0
## 1915 1 186 Leverage Frank German 681464 R 4.0
## 2483 1 186 Leverage Jose Castillo 620454 L 1.0
## 612 1 215 Length Matthew Liberatore 669461 L 34.2
## 1229 1 215 Length Ronald Torreyes 591720 R 2.2
## 1231 1 215 Length A.J. Cole 595918 R 8.0
## 1349 1 215 Length Phillips Valdez 570488 R 40.0
## 1553 1 215 Length Ryan Brasier 518489 R 62.1
## 1660 1 215 Length Yunior Marte 628708 R 48.0
## 1663 1 215 Length Jose Leclerc 600917 R 47.2
## 1959 1 215 Length Christian Bethancourt 542194 R 0.1
## 6121 1 215 Leverage Matthew Liberatore 669461 L 34.2
## 12291 1 215 Leverage Ronald Torreyes 591720 R 2.2
## 12311 1 215 Leverage A.J. Cole 595918 R 8.0
## 13491 1 215 Leverage Phillips Valdez 570488 R 40.0
## 15531 1 215 Leverage Ryan Brasier 518489 R 62.1
## 16601 1 215 Leverage Yunior Marte 628708 R 48.0
## 16631 1 215 Leverage Jose Leclerc 600917 R 47.2
## 19591 1 215 Leverage Christian Bethancourt 542194 R 0.1
## 476 1 218 Length Carmen Mlodzinski 669387 R 35.3
## 527 1 218 Length Sam Hentges 656529 L 68.2
## 576 1 218 Length Sean Newcomb 656794 L 27.2
## 2047 1 218 Length Brandon Dixon 641525 R 1.0
## 2118 1 218 Length Enyel De Los Santos 660853 R 65.2
## 2133 1 218 Length Lucas Erceg 668674 R 55.0
## 2134 1 218 Length Zach McKinstry 656716 R 1.0
## 2139 1 218 Length Zach Jackson 667427 R 18.0
## 2181 1 218 Length Daysbel Hernandez 678226 R 3.2
## 2190 1 218 Length Peter Solomon 656981 R 13.1
## 2205 1 218 Length Emmanuel Clase 661403 R 72.2
## 2206 1 218 Length Seth Martinez 661527 R 43.0
## 758 2 43 Length Shohei Ohtani 660271 R 130.1
## 820 2 43 Length Zach Davies 605200 R 134.1
## 1535 2 43 Length Nick Mears 683232 R 23.1
## 1546 2 43 Length Liam Hendriks 521230 R 57.2
## 1555 2 43 Length Huascar Brazoban 623211 R 32.0
## 1618 2 43 Length Blake Treinen 595014 R 5.0
## 1684 2 43 Length Corey Knebel 608349 R 44.2
## 1740 2 43 Length Yoan Lopez 661255 R 11.0
## 1746 2 43 Length Daniel Duarte 650960 R 2.2
## 2515 2 43 Length Jake Fishman 670288 L 11.0
## 2577 2 43 Length Angel Perdomo 622780 L 29.0
## 537 2 50 Leverage Daniel Castano 641447 L 20.1
## 960 2 50 Leverage Dylan Cease 656302 R 177.0
## 1068 2 50 Leverage Hyun Jin Ryu 547943 L 27.0
## 12531 2 50 Leverage Kevin Pillar 607680 R 0.1
## 1301 2 50 Leverage Chris Mazza 607391 R 27.1
## 1487 2 50 Leverage Jeremy Beasley 676886 R 9.1
## 1508 2 50 Leverage Demarcus Evans 663770 R 26.1
## 1735 2 50 Leverage Luis F. Ortiz 656814 R 8.2
## 2294 2 50 Leverage John McMillon 669111 R 4.0
## 805 2 115 Length Stephen Strasburg 544931 R 4.2
## 1563 2 115 Length Ian Kennedy 453178 R 50.1
## 1576 2 115 Length Ehire Adrianza 501303 R 1.0
## 1578 2 115 Length Kirby Yates 489446 R 7.0
## 1588 2 115 Length Randal Grichuk 545341 R 1.0
## 1606 2 115 Length Jason Adam 592094 R 63.1
## 1644 2 115 Length Carson Kelly 608348 R 4.2
## 1650 2 115 Length Kyle Barraclough 607457 R 9.0
## 1655 2 115 Length Kevin Plawecki 608700 R 1.0
## 1679 2 115 Length Reyes Moronta 606625 R 37.2
## 1698 2 115 Length Keynan Middleton 641871 R 17.0
## 1712 2 115 Length Willians Astudillo 553902 R 2.0
## 1722 2 115 Length Jake Reed 596082 R 16.2
## 1745 2 115 Length Jonathan Hernandez 642546 R 30.1
## 2562 2 115 Length Daniel Norris 596057 L 12.2
## 366 2 146 Length Luke Weaver 596133 R 123.2
## 389 2 146 Length Miguel Diaz 622766 R 14.0
## 424 2 146 Length James McArthur 663704 R 23.1
## 1627 2 146 Length Jackie Bradley Jr. 598265 R 1.0
## 1668 2 146 Length Rowan Wick 592858 R 64.0
## 2123 2 146 Length Seby Zavala 664874 R 0.2
## 2146 2 146 Length Jordan Hicks 663855 R 65.2
## 21811 2 146 Length Daysbel Hernandez 678226 R 3.2
## 231 3 81 Length Daniel Mengden 596043 R 6.3
## 592 3 81 Length Reiver Sanmartin 665665 L 56.3
## 813 3 81 Length Jerad Eickhoff 595191 R 4.1
## 1088 3 81 Length Cole Ragans 666142 L 40.0
## 1449 3 81 Length Jorge Alcala 660896 R 59.2
## 1670 3 81 Length Andres Machado 600921 R 59.1
## 1945 3 81 Length Luis Garcia 472610 R 59.2
## 2306 3 81 Length Mitch Moreland 519048 L 1.0
## 2527 3 81 Length John King 667463 L 51.1
## 340 4 37 Leverage Michael Fulmer 605242 R 57.0
## 429 4 37 Leverage Javier Assad 665871 R 108.4
## 807 4 37 Leverage Jacob deGrom 594798 R 64.1
## 9231 4 37 Leverage Vince Velasquez 592826 R 37.1
## 1867 4 37 Leverage Aneurys Zabala 656008 R 2.2
## 1956 4 37 Leverage Paolo Espino 502179 R 4.0
## 2334 4 37 Leverage Adam Eaton 594809 L 1.0
## 2450 4 37 Leverage Joely Rodriguez 570257 L 50.1
## 372 4 55 Leverage Jack Flaherty 656427 R 144.1
## 412 4 55 Leverage Adam Oller 670124 R 19.2
## 775 4 55 Leverage Ryan Feltner 663372 R 6.1
## 1358 4 55 Leverage Akeem Bostick 641384 R 1.0
## 1448 4 55 Leverage Bryan Garcia 650530 R 39.1
## 1899 4 55 Leverage Easton McGee 668834 R 3.0
## 1939 4 55 Leverage Eduardo Escobar 500871 R 3.2
## 2302 4 55 Leverage Oliver Perez 424144 L 3.2
## 347 4 79 Leverage JT Chargois 608638 R 42.1
## 743 4 79 Leverage Sandy Alcantara 645261 R 205.2
## 1374 4 79 Leverage Roel Ramirez 641995 R 0.1
## 1376 4 79 Leverage Dusten Knight 643400 R 8.2
## 14871 4 79 Leverage Jeremy Beasley 676886 R 9.1
## 1509 4 79 Leverage Dauri Moreta 664294 R 3.2
## 1874 4 79 Leverage Alejo Lopez 664670 R 2.2
## 2270 4 79 Leverage Devin Sweet 682967 R 8.2
## 711 4 83 Length Gerrit Cole 543037 R 181.1
## 10421 4 83 Length Reiver Sanmartin 665665 L 11.2
## 1161 4 83 Length Mark Melancon 453343 R 64.2
## 1235 4 83 Length Luke Jackson 592426 R 63.2
## 1300 4 83 Length Daniel Robertson 621002 R 1.0
## 1320 4 83 Length Buck Farmer 571656 R 35.1
## 2238 4 83 Length Brenan Hanifee 669724 R 5.0
## 2569 4 83 Length Aaron Bummer 607481 L 58.1
## 395 4 145 Length Trevor Richards 670950 R 72.2
## 1429 4 145 Length Scott Effross 664123 R 14.2
## 1440 4 145 Length Seranthony Dominguez 622554 R 1.0
## 1443 4 145 Length Trevor Richards 670950 R 64.1
## 1474 4 145 Length Trevor Stephan 663986 R 63.1
## 1501 4 145 Length J.B. Bukauskas 656266 R 17.1
## 1502 4 145 Length Nick Sandlin 680704 R 33.2
## 1504 4 145 Length Eduard Bazardo 660825 R 3.0
## 1516 4 145 Length Kervin Castro 665645 R 13.1
## 1922 4 145 Length Cole Waites 686972 R 5.2
## 222 5 1 Length Reynaldo Lopez 625643 R 65.1
## 4791 5 1 Length Carson Spiers 686730 R 13.0
## 1254 5 1 Length Seth Lugo 607625 R 46.1
## 1343 5 1 Length Jack Mayfield 608686 R 0.1
## 1671 5 1 Length Luis Perdomo 606131 R 23.2
## 1705 5 1 Length Hunter Harvey 640451 R 39.1
## 1719 5 1 Length Victor Arano 644364 R 42.0
## 1830 5 1 Length Jhon Romero 664584 R 5.0
## 1172 5 3 Length Ryan Brasier 518489 R 12.0
## 11951 5 3 Length Hunter Strickland 519326 R 58.2
## 1311 5 3 Length Dillon Maples 596027 R 31.1
## 1313 5 3 Length Andres Machado 600921 R 35.2
## 1353 5 3 Length Devin Williams 642207 R 54.0
## 1360 5 3 Length Stefan Crichton 592233 R 23.1
## 1895 5 3 Length Luis Frias 666818 R 17.0
## 1983 5 3 Length Jace Peterson 607054 R 2.0
## 2248 5 3 Length Cody Bolton 675989 R 21.1
## 2357 5 3 Length Adam Conley 543045 L 19.2
## 226 5 4 Length Julian Merryweather 657240 R 26.2
## 480 5 4 Length Louie Varland 686973 R 68.0
## 845 5 4 Length JT Brubaker 664141 R 144.0
## 1552 5 4 Length Arodys Vizcaino 527055 R 5.2
## 1609 5 4 Length Yimi Garcia 554340 R 61.0
## 1703 5 4 Length Jack Mayfield 608686 R 1.0
## 1728 5 4 Length James Norwood 656803 R 17.1
## 2145 5 4 Length Guillermo Zuniga 670871 R 2.0
## 249 5 12 Length Freddy Peralta 642547 R 77.3
## 251 5 12 Length Tommy Nance 667297 R 43.2
## 506 5 12 Length Drew Smyly 592767 L 126.2
## 556 5 12 Length Packy Naughton 676050 L 22.2
## 1208 5 12 Length Sergio Romo 489265 R 61.2
## 1283 5 12 Length Richard Rodriguez 593144 R 64.1
## 1284 5 12 Length Robert Stephenson 596112 R 46.0
## 2345 5 12 Length Alex Claudio 592222 L 32.2
## 2565 5 12 Length Amir Garrett 607237 L 24.1
## 317 5 25 Length Hayden Wesneski 669713 R 32.3
## 335 5 25 Length John Brebbia 605154 R 37.4
## 663 5 25 Length Josh Fleming 676596 L 51.2
## 1333 5 25 Length Kyle McGowin 641851 R 30.0
## 1475 5 25 Length Jhon Romero 664584 R 4.0
## 19961 5 25 Length Ildemaro Vargas 545121 R 2.0
## 2113 5 25 Length Ryan Helsley 664854 R 36.2
## 2368 5 25 Length Kent Emanuel 592288 L 17.2
## 22 5 34 Length David Robertson 502085 R 12.0
## 63 5 34 Length Corey Knebel 608349 R 25.2
## 168 5 34 Length Luis Patino 672715 R 77.1
## 174 5 34 Length Matt Bush 456713 R 59.2
## 673 5 34 Length Austin Cox 680735 L 35.2
## 1177 5 34 Length Jose Cisnero 542585 R 61.2
## 1180 5 34 Length Craig Kimbrel 518886 R 59.2
## 1260 5 34 Length Chris Devenski 606965 R 7.1
## 1744 5 34 Length Javy Guerra 642770 R 18.0
## 1759 5 34 Length Drew Smith 622098 R 46.0
## 2222 5 34 Length Elvis Peguero 665625 R 61.1
## 2362 5 34 Length Tyler Webb 643778 L 16.1
## 2530 5 34 Length Damon Jones 676103 L 4.2
## 2600 5 34 Length Gregory Soto 642397 L 60.1
## 2641 5 34 Length Brent Headrick 687396 L 25.2
## 7581 5 89 Leverage Shohei Ohtani 660271 R 130.1
## 1178 5 89 Leverage Steve Cishek 518553 R 68.1
## 1287 5 89 Leverage Jharel Cotton 605194 R 30.2
## 1445 5 89 Leverage Jake Rogers 668670 R 1.0
## 19561 5 89 Leverage Paolo Espino 502179 R 4.0
## 2229 5 89 Leverage Max Castillo 666721 R 20.1
## 2246 5 89 Leverage Eduardo Salazar 674285 R 12.1
## 2312 5 89 Leverage Fernando Abad 472551 L 17.2
## 2412 5 89 Leverage Ben Bowden 641386 L 35.2
## 173 5 90 Length Drew Rasmussen 656876 R 76.0
## 315 5 90 Length Spencer Strider 675911 R 131.2
## 376 5 90 Length Trevor Megill 656730 R 34.2
## 1630 5 90 Length Orlando Arcia 606115 R 1.0
## 1646 5 90 Length Tayler Scott 605463 R 12.0
## 1683 5 90 Length Kyle Finnegan 640448 R 66.2
## 1891 5 90 Length Mason Thompson 666168 R 24.2
## 1930 5 90 Length Zach McAllister 502083 R 5.1
## 2007 5 90 Length Clay Holmes 605280 R 63.0
## 2252 5 90 Length Edgar Navarro 679346 R 8.2
## 2471 5 90 Length Paul Fry 643316 L 13.0
## 2511 5 90 Length Darwinzon Hernandez 650382 L 6.2
## 152 5 97 Length Brusdar Graterol 660813 R 33.1
## 307 5 97 Length Penn Murfee 682171 R 69.1
## 414 5 97 Length Brusdar Graterol 660813 R 67.1
## 1185 5 97 Length Ian Kennedy 453178 R 56.1
## 1331 5 97 Length Lou Trivino 642152 R 73.2
## 1351 5 97 Length Yefry Ramirez 606162 R 2.0
## 1565 5 97 Length Yadier Molina 425877 R 2.0
## 1718 5 97 Length Luis Torrens 620443 R 2.0
## 1808 5 97 Length Sheldon Neuse 641914 R 3.2
## 2013 5 97 Length Chris Stratton 608717 R 82.2
## 2031 5 97 Length Harold Castro 605612 R 2.0
## 2090 5 97 Length Domingo Acevedo 642758 R 9.1
## 598 5 133 Length Zach Logue 656657 L 56.3
## 1155 5 133 Length Darren O'Day 503285 R 10.2
## 13581 5 133 Length Akeem Bostick 641384 R 1.0
## 1533 5 133 Length Andrew Wantz 681806 R 27.1
## 2025 5 133 Length Jose Leclerc 600917 R 57.0
## 2035 5 133 Length Giovanny Gallegos 606149 R 55.0
## 2307 5 133 Length Tony Watson 453265 L 57.1
## 2498 5 133 Length Kolby Allard 663465 L 21.0
## 5321 5 146 Leverage Wes Benjamin 605138 L 22.2
## 975 5 146 Leverage Bailey Ober 641927 R 144.1
## 1040 5 146 Leverage Dillon Peters 596071 L 26.2
## 1214 5 146 Leverage Shelby Miller 571946 R 12.2
## 1612 5 146 Leverage Jake Hager 606993 R 2.1
## 2006 5 146 Leverage Carson Kelly 608348 R 2.2
## 2338 5 146 Leverage Josh Osich 592612 L 14.1
## 2504 5 146 Leverage Andrew Vasquez 607755 L 8.2
## 2536 5 146 Leverage Nate Fisher 688010 L 3.0
## 279 5 160 Length Steven Wilson 621051 R 53.0
## 351 5 160 Length Emilio Pagan 641941 R 69.1
## 1336 5 160 Length Jake Newberry 623470 R 4.1
## 13492 5 160 Length Phillips Valdez 570488 R 40.0
## 1356 5 160 Length Ryne Stanek 592773 R 68.1
## 1417 5 160 Length Ryan Meisinger 664682 R 7.1
## 15091 5 160 Length Dauri Moreta 664294 R 3.2
## 1542 5 160 Length Kenley Jansen 445276 R 64.0
## 2055 5 160 Length Kendall Graveman 608665 R 66.1
## 2273 5 160 Length Blair Calvo 663971 R 1.0
## 2499 5 160 Length Kirby Snead 669912 L 44.2
## 2566 5 160 Length Anthony Banda 607455 L 7.0
## 51 5 163 Length John Gant 607231 R 109.3
## 365 5 163 Length Yonny Chirinos 630023 R 84.3
## 552 5 163 Length Lucas Gilbreath 656458 L 42.2
## 630 5 163 Length Matt Strahm 621381 L 87.2
## 1493 5 163 Length Andres Munoz 662253 R 0.2
## 1506 5 163 Length Emmanuel Clase 661403 R 69.2
## 1514 5 163 Length Nick Maton 665155 R 0.1
## 1925 5 163 Length Hirokazu Sawamura 617228 R 50.2
## 2349 5 163 Length Sam Selman 572125 L 25.0
## 2413 5 163 Length Kyle Dohy 675971 L 1.0
## 2629 5 163 Length Joe La Sorsa 686747 L 32.2
## 48 5 186 Length Pierce Johnson 572955 R 58.2
## 246 5 186 Length Scott Effross 664123 R 56.2
## 1428 5 186 Length Julian Fernandez 642759 R 6.2
## 14872 5 186 Length Jeremy Beasley 676886 R 9.1
## 1503 5 186 Length Manuel Rodriguez 655889 R 17.2
## 16981 5 186 Length Keynan Middleton 641871 R 17.0
## 1700 5 186 Length Adam Cimber 643256 R 70.2
## 2169 5 186 Length Bligh Madris 676632 R 1.0
## 2178 5 186 Length Eli Morgan 669212 R 67.1
## 2626 5 186 Length Jose A. Ferrer 678606 L 34.0
## 3951 5 192 Length Trevor Richards 670950 R 72.2
## 1270 5 192 Length Colten Brewer 605155 R 1.0
## 1315 5 192 Length Keone Kela 605309 R 10.2
## 1381 5 192 Length Josh James 657624 R 5.0
## 16531 5 192 Length Matt Reynolds 608703 R 1.1
## 1661 5 192 Length J.B. Wendelken 605525 R 29.0
## 2027 5 192 Length Carlos Estevez 608032 R 62.1
## 2128 5 192 Length Jacob Webb 657097 R 53.2
## 1220 5 193 Length Jake Petricka 502593 R 6.0
## 1369 5 193 Length Jordan Luplow 656669 R 1.0
## 1392 5 193 Length Edgar Santana 650828 R 42.2
## 1751 5 193 Length Tanner Rainey 663432 R 30.0
## 1988 5 193 Length Michael Kelly 547184 R 16.2
## 2153 5 193 Length Bryan Baker 641329 R 45.0
## 2167 5 193 Length Rico Garcia 670329 R 11.2
## 2437 5 193 Length Tommy Milone 543548 L 16.2
## 2454 5 193 Length Danny Coulombe 543056 L 12.1
## 2578 5 193 Length Jose Alvarado 621237 L 41.1
## 1097 5 212 Length Clayton Kershaw 477132 L 131.2
## 1209 5 212 Length Chaz Roe 475054 R 0.2
## 1335 5 212 Length Jimmie Sherfy 642073 R 15.0
## 1975 5 212 Length Luke Jackson 592426 R 33.1
## 2187 5 212 Length Steven Wilson 621051 R 53.0
## 2259 5 212 Length Kyle Leahy 681517 R 1.2
## 2341 5 212 Length Alberto Baldonado 593604 L 10.2
## 2453 5 212 Length Andrew Chafin 605177 L 57.1
## 2522 5 212 Length Nick Vespi 663989 L 26.1
## 574 5 219 Leverage Ryan Yarbrough 642232 L 79.3
## 590 5 219 Leverage Keegan Akin 669211 L 81.2
## 983 5 219 Leverage Logan Gilbert 669302 R 190.2
## 1013 5 219 Leverage Madison Bumgarner 518516 L 146.1
## 2076 5 219 Leverage Isiah Kiner-Falefa 643396 R 4.0
## 2158 5 219 Leverage Ryder Ryan 656924 R 1.0
## 2177 5 219 Leverage Chad Smith 663385 R 13.2
## 2324 5 219 Leverage Rex Brothers 571521 L 53.0
## 182 5 237 Length Bryan Shaw 543766 R 58.1
## 212 5 237 Length Duane Underwood Jr. 621249 R 57.1
## 333 5 237 Length Adrian Houser 605288 R 111.1
## 609 5 237 Length Kris Bubic 663460 L 129.0
## 1162 5 237 Length Tyler Chatwood 543022 R 32.0
## 1286 5 237 Length Clay Holmes 605280 R 70.0
## 1426 5 237 Length Josh Staumont 622251 R 65.2
## 1611 5 237 Length Domingo Tapia 593619 R 17.0
## 1882 5 237 Length Peter Strzelecki 657265 R 35.0
## 1958 5 237 Length Joe Kelly 523260 R 39.1
## 2038 5 237 Length Kyle Finnegan 640448 R 69.1
## 2467 5 237 Length Tim Mayza 641835 L 48.2
## 756 5 239 Leverage Connor Seabold 657756 R 3.0
## 780 5 239 Leverage Logan Gilbert 669302 R 119.1
## 991 5 239 Leverage Brady Singer 663903 R 159.2
## 1305 5 239 Leverage Jose Ruiz 614179 R 65.0
## 1373 5 239 Leverage Luis Guillorme 641645 R 1.0
## 1459 5 239 Leverage Matt Foster 641582 R 39.0
## 1594 5 239 Leverage Andrelton Simmons 592743 R 1.0
## 1860 5 239 Leverage Kody Clemens 665019 R 7.0
## 613 5 240 Length Angel Zerpa 672582 L 11.0
## 1108 5 240 Length Max Fried 608331 L 77.2
## 2279 5 240 Length Cole Waites 686972 R 2.1
## 2310 5 240 Length Anthony Rizzo 519203 L 0.2
## 2333 5 240 Length Grant Dayton 594795 L 13.0
## 2348 5 240 Length Hoby Milner 571948 L 21.2
## 2372 5 240 Length Sam Clay 621348 L 45.0
## 2526 5 240 Length Brendon Little 663893 L 0.2
## 2574 5 240 Length Matt Gage 657424 L 6.2
## 111 5 258 Length Thomas Eshelman 664045 R 27.2
## 1438 5 258 Length Tommy Nance 667297 R 28.2
## 15041 5 258 Length Eduard Bazardo 660825 R 3.0
## 1811 5 258 Length Mike Brosseau 670712 R 3.0
## 2092 5 258 Length Sam Coonrod 656322 R 6.2
## 2131 5 258 Length Nicky Lopez 670032 R 2.1
## 2410 5 258 Length Dylan Lee 669276 L 2.0
## 2539 5 258 Length Matt Moore 519043 L 52.2
## 1111 5 258 Leverage Thomas Eshelman 664045 R 27.2
## 14381 5 258 Leverage Tommy Nance 667297 R 28.2
## 15042 5 258 Leverage Eduard Bazardo 660825 R 3.0
## 18111 5 258 Leverage Mike Brosseau 670712 R 3.0
## 20921 5 258 Leverage Sam Coonrod 656322 R 6.2
## 21311 5 258 Leverage Nicky Lopez 670032 R 2.1
## 24101 5 258 Leverage Dylan Lee 669276 L 2.0
## 25391 5 258 Leverage Matt Moore 519043 L 52.2
## 529 9 94 Length Travis Bergen 664157 L 10.2
## 638 9 94 Length Ryan Borucki 621366 L 39.4
## 951 9 94 Length Tyler Mahle 641816 R 25.2
## 1505 9 94 Length Oliver Ortega 661383 R 9.1
## 1614 9 94 Length Jacob Barnes 606930 R 22.1
## 1927 9 94 Length Tommy Hunter 488984 R 23.2
## 2481 9 94 Length Eric Stout 657770 L 22.1
## 2590 9 94 Length A.J. Minter 621345 L 64.2
## 467 11 26 Length Ryan Pepiot 686752 R 42.0
## year FA_pct SL_pct CT_pct CB_pct CH_pct SF_pct
## 479 2023 0.43479688 0.20751875 0.22866875 NA 0.128962500 NA
## 532 2021 0.43439196 0.28870357 NA 0.14979107 0.127139286 NA
## 1032 2021 0.60230000 0.15570000 NA NA 0.241900000 NA
## 1042 2021 0.48070000 0.27620000 NA NA 0.243100000 NA
## 1047 2021 0.48810000 0.14290000 NA 0.13100000 0.238100000 NA
## 1964 2023 0.43230000 0.14410000 0.36680000 NA NA 0.05680000
## 2148 2023 1.00000000 NA NA NA NA NA
## 2154 2023 1.00000000 NA NA NA NA NA
## 2192 2023 0.21050000 0.15790000 0.50000000 NA 0.131600000 NA
## 2241 2023 0.56290000 0.21560000 NA NA 0.221600000 NA
## 447 2023 0.41400000 0.03519884 NA NA NA 0.55080116
## 490 2021 0.52866135 NA 0.20300859 0.01959018 0.248739877 NA
## 496 2021 0.40132081 NA 0.26525385 0.10834480 0.225158371 NA
## 923 2023 0.42920000 0.44920000 NA NA 0.121500000 NA
## 1038 2021 0.57130000 NA NA 0.30810000 0.120600000 NA
## 1960 2023 1.00000000 NA NA NA NA NA
## 1984 2023 0.54630000 0.43410000 NA NA 0.019500000 NA
## 1996 2023 1.00000000 NA NA NA NA NA
## 2009 2023 0.50630000 0.34180000 NA NA 0.151900000 NA
## 2051 2023 0.70890000 0.29110000 NA NA NA NA
## 2085 2023 0.45530000 0.37460000 NA 0.02590000 NA 0.14410000
## 342 2023 0.40169773 0.37579848 NA NA 0.222503788 NA
## 362 2023 0.41107441 0.07615251 0.32095620 NA NA 0.19189393
## 896 2022 0.58790000 0.27880000 NA 0.07270000 0.060600000 NA
## 1195 2021 0.56890000 0.40860000 NA NA NA 0.02250000
## 1389 2021 0.51630000 0.48370000 NA NA NA NA
## 1393 2021 0.65630000 NA NA 0.34380000 NA NA
## 1463 2021 0.56860000 0.14960000 NA NA 0.281800000 NA
## 1767 2022 0.48900000 0.49340000 NA NA 0.017600000 NA
## 2587 2023 0.55220000 0.44780000 NA NA NA NA
## 2607 2023 0.54550000 0.14050000 0.27690000 NA 0.037200000 NA
## 137 2021 0.40686751 0.27155523 NA 0.10946390 0.212116606 NA
## 258 2022 0.44572549 0.33022108 NA 0.08202598 0.142112255 NA
## 377 2023 0.66506747 0.05429639 NA NA 0.280685542 NA
## 1581 2022 1.00000000 NA NA NA NA NA
## 1640 2022 0.42640000 0.46510000 NA 0.10850000 NA NA
## 2382 2021 0.54250000 0.24620000 NA 0.21130000 NA NA
## 2503 2022 0.77520000 0.22480000 NA NA NA NA
## 2622 2023 0.65300000 0.32880000 NA NA 0.018300000 NA
## 69 2021 0.38162603 0.31550667 0.30115778 NA 0.001709524 NA
## 136 2021 0.56434174 0.16755413 0.05064174 0.10395596 0.113506422 NA
## 1101 2023 0.58560000 0.35040000 NA NA 0.064000000 NA
## 1268 2021 0.70470000 NA NA 0.15530000 0.140100000 NA
## 1279 2021 0.62830000 NA 0.13100000 NA 0.240700000 NA
## 1308 2021 0.61500000 0.05000000 0.11500000 0.22000000 NA NA
## 1324 2021 1.00000000 NA NA NA NA NA
## 1330 2021 0.54520000 0.28020000 NA 0.08410000 0.090500000 NA
## 2104 2023 1.00000000 NA NA NA NA NA
## 2314 2021 0.73040000 0.26960000 NA NA NA NA
## 2381 2021 0.48800000 0.46140000 NA 0.05060000 NA NA
## 55 2021 0.60105319 0.12622031 NA 0.10416963 0.168574855 NA
## 1153 2021 0.62920000 0.34920000 NA NA 0.021500000 NA
## 1439 2021 0.70000000 0.30000000 NA NA NA NA
## 1617 2022 0.50880000 0.13440000 NA 0.34010000 0.016700000 NA
## 1653 2022 0.61900000 NA NA 0.04760000 0.047600000 NA
## 1737 2022 0.43280000 0.34630000 NA NA 0.220900000 NA
## 1926 2022 0.65040000 0.01870000 0.07620000 0.04490000 0.209700000 NA
## 2300 2023 0.66670000 0.15150000 NA 0.18180000 NA NA
## 238 2022 0.55562795 0.22498734 NA 0.15452795 0.064760699 NA
## 1077 2022 0.64370000 0.28690000 NA 0.05020000 0.019200000 NA
## 1159 2021 0.37780000 0.28890000 0.33330000 NA NA NA
## 1253 2021 1.00000000 NA NA NA NA NA
## 1387 2021 0.50570000 0.28740000 NA NA 0.206900000 NA
## 1450 2021 0.75000000 NA NA NA NA 0.25000000
## 1915 2022 0.69050000 0.28570000 NA NA NA 0.02380000
## 2483 2022 0.50000000 0.50000000 NA NA NA NA
## 612 2022 0.54581863 0.10884037 NA 0.23311553 0.112139130 NA
## 1229 2021 1.00000000 NA NA NA NA NA
## 1231 2021 0.42110000 0.23680000 0.19300000 0.11400000 0.035100000 NA
## 1349 2021 0.40350000 0.10530000 NA NA 0.491200000 NA
## 1553 2022 0.55740000 0.42940000 NA NA 0.013200000 NA
## 1660 2022 0.62030000 0.37970000 NA NA NA NA
## 1663 2022 0.36570000 0.06910000 NA 0.00380000 0.219900000 0.34140000
## 1959 2023 1.00000000 NA NA NA NA NA
## 6121 2022 0.54581863 0.10884037 NA 0.23311553 0.112139130 NA
## 12291 2021 1.00000000 NA NA NA NA NA
## 12311 2021 0.42110000 0.23680000 0.19300000 0.11400000 0.035100000 NA
## 13491 2021 0.40350000 0.10530000 NA NA 0.491200000 NA
## 15531 2022 0.55740000 0.42940000 NA NA 0.013200000 NA
## 16601 2022 0.62030000 0.37970000 NA NA NA NA
## 16631 2022 0.36570000 0.06910000 NA 0.00380000 0.219900000 0.34140000
## 19591 2023 1.00000000 NA NA NA NA NA
## 476 2023 0.49932368 0.22108158 0.13127237 NA 0.148418421 NA
## 527 2021 0.50954151 0.23858679 NA 0.24869623 NA NA
## 576 2022 0.55855075 0.32594701 NA 0.10661119 0.008881343 NA
## 2047 2023 1.00000000 NA NA NA NA NA
## 2118 2023 0.60550000 0.30470000 NA NA 0.089800000 NA
## 2133 2023 0.58690000 0.13010000 0.06170000 NA 0.221300000 NA
## 2134 2023 1.00000000 NA NA NA NA NA
## 2139 2023 0.59410000 0.40590000 NA NA NA NA
## 2181 2023 0.48190000 0.51810000 NA NA NA NA
## 2190 2023 0.54660000 NA 0.26690000 0.14410000 0.042400000 NA
## 2205 2023 0.68040000 0.31960000 NA NA NA NA
## 2206 2023 0.57070000 0.26830000 NA NA 0.161000000 NA
## 758 2021 0.44010000 0.21760000 0.12630000 0.03600000 NA 0.18010000
## 820 2022 0.53800000 0.01000000 0.06110000 0.05850000 0.332500000 NA
## 1535 2021 0.64160000 NA NA 0.35840000 NA NA
## 1546 2022 0.60550000 0.29010000 NA 0.10440000 NA NA
## 1555 2022 0.32960000 0.41680000 NA NA 0.253600000 NA
## 1618 2022 0.43480000 0.27540000 0.28990000 NA NA NA
## 1684 2022 0.69810000 0.03020000 NA 0.27170000 NA NA
## 1740 2022 0.45640000 0.48210000 NA NA NA 0.06150000
## 1746 2022 0.51950000 0.42860000 NA 0.03900000 0.013000000 NA
## 2515 2022 0.60230000 0.39770000 NA NA NA NA
## 2577 2023 0.61760000 0.31290000 NA NA 0.069500000 NA
## 537 2021 0.51749565 0.35038261 NA NA 0.132036957 NA
## 960 2023 0.43160000 0.38630000 NA 0.15170000 0.030300000 NA
## 1068 2022 0.41770000 0.03540000 0.10130000 0.21010000 0.235400000 NA
## 12531 2021 1.00000000 NA NA NA NA NA
## 1301 2021 0.32690000 0.29300000 0.35840000 NA 0.021800000 NA
## 1487 2021 0.55560000 0.24750000 NA 0.01010000 NA 0.18690000
## 1508 2021 0.60730000 0.14370000 0.24900000 NA NA NA
## 1735 2022 0.49150000 0.30510000 NA 0.10170000 0.101700000 NA
## 2294 2023 0.41820000 0.58180000 NA NA NA NA
## 805 2022 0.51810000 NA NA 0.26510000 0.216900000 NA
## 1563 2022 0.81430000 NA 0.02080000 0.05770000 0.008100000 0.09920000
## 1576 2022 1.00000000 NA NA NA NA NA
## 1578 2022 0.50360000 0.00730000 NA NA NA 0.48910000
## 1588 2022 0.40000000 NA 0.40000000 0.20000000 NA NA
## 1606 2022 0.31990000 0.35810000 NA NA 0.322000000 NA
## 1644 2022 0.95590000 0.01470000 NA NA 0.029400000 NA
## 1650 2022 0.46040000 0.45320000 0.08630000 NA NA NA
## 1655 2022 0.77780000 NA NA 0.16670000 NA NA
## 1679 2022 0.53350000 0.36970000 NA NA 0.096700000 NA
## 1698 2022 0.50620000 0.32370000 NA NA 0.170100000 NA
## 1712 2022 0.60870000 NA NA NA NA NA
## 1722 2022 0.53750000 0.43970000 NA NA 0.022800000 NA
## 1745 2022 0.43250000 0.36200000 NA NA 0.205500000 NA
## 2562 2023 0.41470000 0.15890000 NA NA 0.426400000 NA
## 366 2023 0.43709183 0.03631758 0.21481723 0.11157389 0.200199467 NA
## 389 2023 0.48172222 0.26577222 NA NA 0.252505556 NA
## 424 2023 0.36810000 0.24597333 NA 0.38592667 NA NA
## 1627 2022 1.00000000 NA NA NA NA NA
## 1668 2022 0.60240000 0.05120000 0.12930000 0.21610000 NA 0.00090000
## 2123 2023 1.00000000 NA NA NA NA NA
## 2146 2023 0.75040000 0.23340000 NA NA NA 0.01620000
## 21811 2023 0.48190000 0.51810000 NA NA NA NA
## 231 2022 0.29348125 0.03351250 0.30328125 0.17511875 0.194618750 NA
## 592 2022 0.41144687 0.26379844 NA NA 0.324754688 NA
## 813 2022 0.22890000 0.44580000 NA 0.24100000 0.084300000 NA
## 1088 2022 0.44480000 NA 0.16430000 0.06230000 0.328600000 NA
## 1449 2021 0.43500000 0.40850000 NA NA 0.156500000 NA
## 1670 2022 0.64490000 0.19960000 NA NA 0.155500000 NA
## 1945 2023 0.57240000 0.34620000 NA NA NA 0.08130000
## 2306 2021 0.76470000 NA NA 0.11760000 0.117600000 NA
## 2527 2022 0.52270000 0.14270000 0.08800000 NA 0.246700000 NA
## 340 2023 0.39696456 0.22069367 NA 0.30711139 NA NA
## 429 2023 0.50233987 0.13333964 0.27188753 0.05199243 0.040389755 NA
## 807 2022 0.47450000 0.39260000 NA 0.05110000 0.081900000 NA
## 9231 2023 0.42920000 0.44920000 NA NA 0.121500000 NA
## 1867 2022 0.51160000 NA NA 0.13950000 0.348800000 NA
## 1956 2023 0.35640000 0.36630000 NA 0.23760000 0.039600000 NA
## 2334 2021 0.76190000 0.14290000 NA 0.09520000 NA NA
## 2450 2022 0.55340000 0.05940000 NA NA 0.387200000 NA
## 372 2023 0.44004692 0.24194385 NA 0.19413538 NA NA
## 412 2023 0.45039505 0.37947723 0.12040495 NA 0.049722772 NA
## 775 2021 0.53520000 0.29580000 0.00700000 0.08450000 0.077500000 NA
## 1358 2021 0.35710000 0.07140000 NA 0.07140000 NA 0.50000000
## 1448 2021 0.55810000 0.26400000 NA NA 0.177800000 NA
## 1899 2022 0.34780000 0.41300000 0.13040000 0.04350000 0.065200000 NA
## 1939 2023 1.00000000 NA NA NA NA NA
## 2302 2021 0.67860000 0.32140000 NA NA NA NA
## 347 2023 0.58470000 0.41530000 NA NA NA NA
## 743 2021 0.49980000 0.23970000 NA 0.02750000 0.233000000 NA
## 1374 2021 0.64290000 0.21430000 NA 0.07140000 NA 0.07140000
## 1376 2021 0.38710000 0.00540000 NA 0.27420000 0.333300000 NA
## 14871 2021 0.55560000 0.24750000 NA 0.01010000 NA 0.18690000
## 1509 2021 0.71930000 0.15790000 NA NA 0.122800000 NA
## 1874 2022 1.00000000 NA NA NA NA NA
## 2270 2023 0.50000000 0.25300000 NA NA 0.247000000 NA
## 711 2021 0.47960000 0.22160000 NA 0.15700000 0.141800000 NA
## 10421 2021 0.48070000 0.27620000 NA NA 0.243100000 NA
## 1161 2021 0.10640000 NA 0.54700000 0.34470000 0.001900000 NA
## 1235 2021 0.35640000 0.51660000 NA 0.12700000 NA NA
## 1300 2021 1.00000000 NA NA NA NA NA
## 1320 2021 0.47660000 NA NA 0.26720000 0.256200000 NA
## 2238 2023 0.53930000 0.19100000 0.07870000 NA 0.191000000 NA
## 2569 2023 0.50960000 0.38130000 0.10460000 NA 0.004500000 NA
## 395 2023 0.43411111 NA NA NA 0.565888889 NA
## 1429 2021 0.59010000 0.31080000 NA NA 0.099100000 NA
## 1440 2021 0.71430000 0.28570000 NA NA NA NA
## 1443 2021 0.56830000 0.13760000 NA NA 0.294100000 NA
## 1474 2021 0.59750000 0.32150000 NA NA 0.081000000 NA
## 1501 2021 0.47200000 0.41960000 NA NA 0.108400000 NA
## 1502 2021 0.51410000 0.46430000 NA NA NA 0.02160000
## 1504 2021 0.34620000 0.01920000 NA 0.63460000 NA NA
## 1516 2021 0.74630000 NA NA 0.25370000 NA NA
## 1922 2022 0.70190000 0.29810000 NA NA NA NA
## 222 2022 0.54965039 0.32412362 NA 0.07849961 0.047729134 NA
## 4791 2023 0.43479688 0.20751875 0.22866875 NA 0.128962500 NA
## 1254 2021 0.54110000 0.14380000 NA 0.28490000 0.030100000 NA
## 1343 2021 1.00000000 NA NA NA NA NA
## 1671 2022 0.56140000 0.27720000 NA NA 0.161400000 NA
## 1705 2022 0.77910000 0.00450000 NA 0.06660000 NA 0.14980000
## 1719 2022 0.53100000 0.46900000 NA NA NA NA
## 1830 2022 0.54440000 0.30000000 NA NA 0.155600000 NA
## 1172 2021 0.68530000 0.25890000 NA 0.05580000 NA NA
## 11951 2021 0.56890000 0.40860000 NA NA NA 0.02250000
## 1311 2021 0.51680000 0.35930000 NA 0.12390000 NA NA
## 1313 2021 0.70810000 0.19140000 NA NA 0.100500000 NA
## 1353 2021 0.34740000 0.01410000 NA NA 0.638500000 NA
## 1360 2021 0.68910000 0.27860000 NA NA 0.032300000 NA
## 1895 2022 0.62360000 0.02530000 NA 0.30060000 0.050600000 NA
## 1983 2023 1.00000000 NA NA NA NA NA
## 2248 2023 0.54730000 0.28790000 NA NA 0.164800000 NA
## 2357 2021 0.54050000 0.17230000 NA NA 0.287200000 NA
## 226 2022 0.51575042 0.34014622 NA NA 0.096300000 NA
## 480 2023 0.43545406 0.13275830 0.31861237 NA 0.113090106 NA
## 845 2022 0.47860000 0.31020000 NA 0.16040000 0.050800000 NA
## 1552 2022 0.59130000 NA NA 0.39130000 0.017400000 NA
## 1609 2022 0.58810000 0.16650000 0.17230000 NA 0.073100000 NA
## 1703 2022 1.00000000 NA NA NA NA NA
## 1728 2022 0.49730000 0.09460000 NA NA NA 0.40810000
## 2145 2023 0.55810000 0.39530000 NA NA 0.046500000 NA
## 249 2022 0.54939306 0.18293186 NA 0.16365268 0.103922397 NA
## 251 2022 0.42201837 0.17935510 NA 0.39862653 NA NA
## 506 2021 0.46404121 NA 0.11462912 0.42132967 NA NA
## 556 2021 0.56724722 0.13513981 NA NA 0.275479630 NA
## 1208 2021 0.33370000 0.55700000 NA NA 0.109300000 NA
## 1283 2021 0.86120000 0.13880000 NA NA NA NA
## 1284 2021 0.49410000 0.46280000 NA 0.03520000 0.007800000 NA
## 2345 2021 0.48380000 0.27090000 NA NA 0.245300000 NA
## 2565 2023 0.55460000 0.44540000 NA NA NA NA
## 317 2022 0.47726667 0.31694545 0.12543485 NA 0.080353030 NA
## 335 2023 0.45907143 0.53945466 NA NA NA NA
## 663 2023 0.48900905 NA NA 0.22302760 0.287963348 NA
## 1333 2021 0.31330000 0.68670000 NA NA NA NA
## 1475 2021 0.64100000 0.21790000 NA NA 0.141000000 NA
## 19961 2023 1.00000000 NA NA NA NA NA
## 2113 2023 0.56180000 NA 0.36570000 0.07250000 NA NA
## 2368 2021 0.52500000 0.28330000 NA NA 0.191700000 NA
## 22 2021 NA NA 0.73572800 0.25947800 NA NA
## 63 2021 0.58017327 NA NA 0.41982673 NA NA
## 168 2021 0.63751021 0.26163634 NA 0.05141441 0.049348649 NA
## 174 2022 0.49419344 0.15408402 NA 0.35181393 NA NA
## 673 2023 0.48733893 0.21085235 NA 0.15174430 0.150032886 NA
## 1177 2021 0.65980000 0.28020000 NA NA 0.060000000 NA
## 1180 2021 0.59030000 NA NA 0.40970000 NA NA
## 1260 2021 0.33790000 0.12410000 NA 0.05520000 0.482800000 NA
## 1744 2022 0.70610000 0.29390000 NA NA NA NA
## 1759 2022 0.52560000 0.35510000 NA 0.06410000 0.055100000 NA
## 2222 2023 0.49070000 0.50930000 NA NA NA NA
## 2362 2021 0.67860000 0.13520000 NA NA 0.186200000 NA
## 2530 2022 0.62860000 0.37140000 NA NA NA NA
## 2600 2023 0.60770000 0.39030000 NA NA 0.002100000 NA
## 2641 2023 0.56280000 0.38060000 NA NA 0.056700000 NA
## 7581 2021 0.44010000 0.21760000 0.12630000 0.03600000 NA 0.18010000
## 1178 2021 0.61040000 0.38730000 NA NA 0.002400000 NA
## 1287 2021 0.46210000 0.13860000 0.01290000 0.08320000 0.303100000 NA
## 1445 2021 1.00000000 NA NA NA NA NA
## 19561 2023 0.35640000 0.36630000 NA 0.23760000 0.039600000 NA
## 2229 2023 0.42400000 0.31580000 NA NA 0.260200000 NA
## 2246 2023 0.63180000 0.31800000 NA NA 0.050200000 NA
## 2312 2021 0.52510000 0.05690000 NA 0.25750000 0.160500000 NA
## 2412 2021 0.70920000 0.10530000 NA NA 0.185500000 NA
## 173 2021 0.64775993 0.30215603 NA 0.02585928 0.024224756 NA
## 315 2022 0.66990814 0.28228750 NA NA 0.047786364 NA
## 376 2023 0.72101284 NA NA 0.27898716 NA NA
## 1630 2022 1.00000000 NA NA NA NA NA
## 1646 2022 0.41960000 0.56470000 NA NA 0.015700000 NA
## 1683 2022 0.78800000 0.12170000 NA NA NA 0.09030000
## 1891 2022 0.74730000 0.23910000 NA NA 0.013600000 NA
## 1930 2023 0.56910000 0.07320000 0.28460000 NA NA 0.07320000
## 2007 2023 0.69530000 0.30470000 NA NA NA NA
## 2252 2023 0.62000000 0.35330000 NA NA 0.026700000 NA
## 2471 2022 0.50000000 0.50000000 NA NA NA NA
## 2511 2022 0.60990000 0.25820000 NA 0.13190000 NA NA
## 152 2021 0.61115667 0.31373333 NA NA NA NA
## 307 2022 0.48962353 0.51037647 NA NA NA NA
## 414 2023 0.54308016 0.24003813 0.21688171 NA NA NA
## 1185 2021 0.82540000 NA 0.03890000 0.05120000 0.084500000 NA
## 1331 2021 0.60490000 NA 0.15630000 0.11470000 0.124000000 NA
## 1351 2021 0.39130000 0.26090000 NA 0.08700000 0.260900000 NA
## 1565 2022 0.47500000 NA NA 0.52500000 NA NA
## 1718 2022 0.91180000 0.02940000 NA NA NA 0.02940000
## 1808 2022 0.69700000 NA NA NA NA NA
## 2013 2023 0.54680000 0.19310000 NA 0.18790000 0.072200000 NA
## 2031 2023 1.00000000 NA NA NA NA NA
## 2090 2023 0.41710000 0.38860000 NA NA 0.194300000 NA
## 598 2022 0.49824669 0.15711907 0.20830545 NA 0.136328794 NA
## 1155 2021 0.51320000 0.48680000 NA NA NA NA
## 13581 2021 0.35710000 0.07140000 NA 0.07140000 NA 0.50000000
## 1533 2021 0.45550000 0.17390000 0.29400000 NA 0.076600000 NA
## 2025 2023 0.39100000 0.16170000 NA NA 0.133100000 0.31420000
## 2035 2023 0.50170000 0.46320000 NA NA 0.035100000 NA
## 2307 2021 0.42610000 0.24130000 NA NA 0.332600000 NA
## 2498 2022 0.53180000 NA 0.22070000 0.05350000 0.194000000 NA
## 5321 2021 0.43439196 0.28870357 NA 0.14979107 0.127139286 NA
## 975 2023 0.45680000 0.19640000 NA 0.06660000 0.280200000 NA
## 1040 2021 0.51690000 NA NA 0.16250000 0.320500000 NA
## 1214 2021 0.63370000 0.14290000 0.22340000 NA NA NA
## 1612 2022 1.00000000 NA NA NA NA NA
## 2006 2023 1.00000000 NA NA NA NA NA
## 2338 2021 0.10390000 NA 0.64940000 0.05630000 0.190500000 NA
## 2504 2022 0.28760000 0.71240000 NA NA NA NA
## 2536 2022 0.48000000 0.34000000 NA 0.04000000 0.140000000 NA
## 279 2022 0.52172103 0.42228925 NA NA 0.056086916 NA
## 351 2023 0.54983846 0.30123407 NA NA NA 0.12340989
## 1336 2021 0.44000000 0.52000000 NA NA 0.040000000 NA
## 13492 2021 0.40350000 0.10530000 NA NA 0.491200000 NA
## 1356 2021 0.59690000 0.18520000 NA NA NA 0.21780000
## 1417 2021 0.58390000 0.34230000 NA NA 0.073800000 NA
## 15091 2021 0.71930000 0.15790000 NA NA 0.122800000 NA
## 1542 2022 0.22470000 0.13120000 0.64410000 NA NA NA
## 2055 2023 0.61850000 0.27290000 NA 0.01800000 0.090700000 NA
## 2273 2023 0.45450000 0.54550000 NA NA NA NA
## 2499 2022 0.55510000 0.37440000 NA NA 0.070500000 NA
## 2566 2023 0.63130000 0.01250000 NA 0.10630000 0.250000000 NA
## 51 2021 0.49125804 0.15327067 0.07396151 0.05552790 0.225899796 NA
## 365 2023 0.48138692 0.25626213 NA NA NA 0.26235095
## 552 2021 0.63038649 0.34755676 NA NA NA 0.02205676
## 630 2023 0.63885385 0.23629231 0.12039231 NA NA NA
## 1493 2021 0.70590000 0.29410000 NA NA NA NA
## 1506 2021 0.70100000 0.29900000 NA NA NA NA
## 1514 2021 1.00000000 NA NA NA NA NA
## 1925 2022 0.48930000 0.13720000 NA NA NA 0.37350000
## 2349 2021 0.55470000 0.44530000 NA NA NA NA
## 2413 2021 0.90000000 NA NA NA 0.100000000 NA
## 2629 2023 0.50740000 0.45190000 NA NA 0.040700000 NA
## 48 2021 0.32446967 NA NA 0.67553033 NA NA
## 246 2022 0.45288865 0.40237511 NA NA NA NA
## 1428 2021 0.84620000 NA NA NA 0.153800000 NA
## 14872 2021 0.55560000 0.24750000 NA 0.01010000 NA 0.18690000
## 1503 2021 0.71670000 NA NA 0.28330000 NA NA
## 16981 2022 0.50620000 0.32370000 NA NA 0.170100000 NA
## 1700 2022 0.64620000 0.35380000 NA NA NA NA
## 2169 2023 1.00000000 NA NA NA NA NA
## 2178 2023 0.40500000 0.27750000 NA NA 0.317500000 NA
## 2626 2023 0.71910000 0.04290000 NA NA 0.237900000 NA
## 3951 2023 0.43411111 NA NA NA 0.565888889 NA
## 1270 2021 NA 0.23330000 0.56670000 0.20000000 NA NA
## 1315 2021 0.53200000 NA NA 0.46310000 0.004900000 NA
## 1381 2021 0.57970000 0.26090000 NA NA 0.159400000 NA
## 16531 2022 0.61900000 NA NA 0.04760000 0.047600000 NA
## 1661 2022 0.60250000 0.22540000 NA 0.01020000 0.161900000 NA
## 2027 2023 0.66810000 0.27060000 NA NA 0.061200000 NA
## 2128 2023 0.48490000 0.23490000 NA NA 0.280200000 NA
## 1220 2021 0.53330000 0.11110000 NA NA 0.355600000 NA
## 1369 2021 1.00000000 NA NA NA NA NA
## 1392 2021 0.64920000 0.35080000 NA NA NA NA
## 1751 2022 0.70440000 0.28600000 NA NA 0.009600000 NA
## 1988 2023 0.30150000 0.53310000 0.16540000 NA NA NA
## 2153 2023 0.56890000 0.28570000 NA 0.00130000 0.144100000 NA
## 2167 2023 0.55430000 NA NA 0.20600000 0.239700000 NA
## 2437 2022 0.42020000 0.07560000 NA 0.11760000 0.386600000 NA
## 2454 2022 0.37830000 0.27830000 NA 0.14780000 0.195700000 NA
## 2578 2023 0.58760000 0.41240000 NA NA NA NA
## 1097 2023 0.37170000 0.43340000 NA 0.17520000 NA 0.01970000
## 1209 2021 0.47830000 0.52170000 NA NA NA NA
## 1335 2021 0.35220000 0.63910000 NA NA 0.008700000 NA
## 1975 2023 0.27430000 0.69900000 NA 0.02670000 NA NA
## 2187 2023 0.36350000 0.60020000 0.00430000 NA 0.032000000 NA
## 2259 2023 0.48280000 0.46550000 NA 0.05170000 NA NA
## 2341 2021 0.60470000 0.34420000 NA NA 0.051200000 NA
## 2453 2022 0.67740000 0.31920000 NA NA 0.003300000 NA
## 2522 2022 0.47310000 0.36550000 NA 0.16140000 NA NA
## 574 2022 0.18731690 0.27003352 0.30354986 NA 0.239099718 NA
## 590 2022 0.52054802 0.29517264 NA NA 0.180206991 NA
## 983 2023 0.42140000 0.29610000 NA 0.13420000 NA 0.14820000
## 1013 2021 0.36490000 0.34000000 NA 0.21670000 0.078500000 NA
## 2076 2023 1.00000000 NA NA NA NA NA
## 2158 2023 0.46150000 0.53850000 NA NA NA NA
## 2177 2023 0.55650000 0.41530000 NA NA 0.028200000 NA
## 2324 2021 0.65530000 0.34470000 NA NA NA NA
## 182 2022 0.05593946 0.05974483 0.76634330 0.08181188 0.028947893 NA
## 212 2022 0.37046834 NA 0.27691737 0.13355251 0.219159846 NA
## 333 2023 0.70944532 0.16489085 NA 0.08644636 0.039217464 NA
## 609 2022 0.50535315 NA NA 0.21700102 0.277645145 NA
## 1162 2021 0.53980000 NA 0.36210000 0.06260000 0.035500000 NA
## 1286 2021 0.58990000 0.27580000 NA 0.13430000 NA NA
## 1426 2021 0.65330000 NA NA 0.34670000 NA NA
## 1611 2022 0.68320000 0.15430000 NA NA 0.162500000 NA
## 1882 2022 0.53220000 0.33220000 NA NA 0.135500000 NA
## 1958 2023 0.46490000 0.23030000 NA 0.19800000 0.106700000 NA
## 2038 2023 0.69980000 0.05150000 NA NA NA 0.24860000
## 2467 2022 0.82630000 0.17370000 NA NA NA NA
## 756 2021 0.62790000 0.20930000 NA 0.04650000 0.116300000 NA
## 780 2021 0.61510000 0.23910000 NA 0.06820000 0.077600000 NA
## 991 2023 0.51000000 0.42570000 NA NA 0.064300000 NA
## 1305 2021 0.59500000 0.01450000 NA 0.35490000 0.035700000 NA
## 1373 2021 1.00000000 NA NA NA NA NA
## 1459 2021 0.63790000 0.10430000 0.03290000 NA 0.225000000 NA
## 1594 2022 1.00000000 NA NA NA NA NA
## 1860 2022 1.00000000 NA NA NA NA NA
## 613 2022 0.59066591 0.25835909 NA NA 0.150959091 NA
## 1108 2023 0.45180000 0.15190000 NA 0.23150000 0.164800000 NA
## 2279 2023 0.69230000 0.30770000 NA NA NA NA
## 2310 2021 0.73330000 NA NA 0.26670000 NA NA
## 2333 2021 0.65200000 NA NA 0.34800000 NA NA
## 2348 2021 0.56230000 0.35880000 NA NA 0.078900000 NA
## 2372 2021 0.66380000 0.24410000 NA NA 0.092200000 NA
## 2526 2022 0.68180000 0.31820000 NA NA NA NA
## 2574 2023 0.54620000 0.15970000 0.29410000 NA NA NA
## 111 2021 0.48532857 0.26026429 NA 0.10901429 0.145371429 NA
## 1438 2021 0.62060000 0.10750000 NA 0.27190000 NA NA
## 15041 2021 0.34620000 0.01920000 NA 0.63460000 NA NA
## 1811 2022 1.00000000 NA NA NA NA NA
## 2092 2023 0.44220000 0.14290000 0.28570000 NA 0.129300000 NA
## 2131 2023 1.00000000 NA NA NA NA NA
## 2410 2021 0.41380000 0.31030000 NA NA 0.275900000 NA
## 2539 2023 0.47980000 NA NA 0.20780000 0.312400000 NA
## 1111 2021 0.48532857 0.26026429 NA 0.10901429 0.145371429 NA
## 14381 2021 0.62060000 0.10750000 NA 0.27190000 NA NA
## 15042 2021 0.34620000 0.01920000 NA 0.63460000 NA NA
## 18111 2022 1.00000000 NA NA NA NA NA
## 20921 2023 0.44220000 0.14290000 0.28570000 NA 0.129300000 NA
## 21311 2023 1.00000000 NA NA NA NA NA
## 24101 2021 0.41380000 0.31030000 NA NA 0.275900000 NA
## 25391 2023 0.47980000 NA NA 0.20780000 0.312400000 NA
## 529 2021 0.86959783 NA NA NA NA NA
## 638 2023 0.20236842 0.13993421 0.54406579 NA 0.113631579 NA
## 951 2023 0.51780000 0.26370000 0.02140000 NA NA 0.19710000
## 1505 2021 0.55400000 NA NA 0.44600000 NA NA
## 1614 2022 0.47920000 0.09700000 0.42380000 NA NA NA
## 1927 2023 0.46870000 NA 0.31340000 0.14170000 0.076300000 NA
## 2481 2022 0.34890000 0.47330000 NA 0.05560000 0.122200000 NA
## 2590 2023 0.47180000 0.38890000 NA NA 0.139400000 NA
## 467 2023 0.50583019 0.14663396 NA NA 0.347535849 NA
## KN_pct XX_pct vFA_sc vFC_sc vFS_sc vFO_sc vSI_sc vSL_sc
## 479 NA NA 93.22495 88.39167 NA NA 92.82004 82.31736
## 532 NA NA 91.25677 85.48942 NA NA NA NA
## 1032 NA NA NA NA NA NA 92.14326 NA
## 1042 NA NA 89.50588 NA NA NA 88.99722 80.18800
## 1047 NA NA 92.82683 NA NA NA NA 80.07500
## 1964 NA 0.017200000 91.60822 NA NA NA 92.95185 83.36068
## 2148 NA NA 71.28750 NA NA NA NA NA
## 2154 NA NA 66.45000 NA NA NA NA NA
## 2192 NA 0.035100000 NA 89.20351 NA NA 92.12500 82.76667
## 2241 NA 0.006000000 94.66471 NA NA NA 94.03766 86.84167
## 447 NA NA 95.97478 NA 88.72658 NA 95.44990 85.83963
## 490 NA NA 92.91724 88.91581 NA NA 92.88189 NA
## 496 NA NA 87.56732 85.05313 NA NA 87.63052 NA
## 923 NA 0.004600000 93.20407 NA NA NA 92.87143 83.21069
## 1038 NA 0.001900000 92.10371 NA NA NA 92.45132 NA
## 1960 NA NA NA NA NA NA NA NA
## 1984 NA 0.019500000 91.25909 NA 84.07500 NA 89.70000 81.40000
## 1996 NA NA 63.28334 NA NA NA NA NA
## 2009 NA 0.012500000 94.18500 87.77778 NA NA 94.60000 NA
## 2051 NA 0.005400000 85.25000 NA NA NA 85.12273 74.76945
## 2085 NA 0.002900000 96.30090 NA 87.51600 NA 95.85744 89.39846
## 342 NA NA 91.89590 NA NA NA 91.96628 81.24629
## 362 NA 0.004387335 94.06477 NA 84.25018 NA NA 87.13818
## 896 NA NA 92.08969 NA NA NA NA 85.33043
## 1195 NA 0.002000000 94.89284 NA NA NA 93.72105 83.80500
## 1389 NA 0.023300000 95.72883 NA NA NA NA 86.52404
## 1393 NA NA 94.49048 NA NA NA NA NA
## 1463 NA NA 93.66710 NA NA NA NA 84.43114
## 1767 NA NA 90.58648 NA NA NA NA 81.99375
## 2587 NA NA NA NA NA NA 88.72297 77.44426
## 2607 NA NA 94.55152 NA NA NA NA 86.15347
## 137 NA NA 93.50541 NA NA NA NA 88.18216
## 258 NA NA 94.32454 NA NA NA NA 84.35775
## 377 NA NA 92.94979 NA NA NA 91.89552 83.63289
## 1581 NA NA 89.20741 NA NA NA NA NA
## 1640 NA NA 93.52545 NA NA NA NA 84.15000
## 2382 NA 0.015300000 93.57692 NA NA NA 93.06726 87.62800
## 2503 NA NA 93.22865 NA NA NA NA 82.11250
## 2622 NA NA 94.56503 NA NA NA NA NA
## 69 NA NA 94.50159 91.17321 NA NA NA 85.09289
## 136 NA NA 93.97869 NA NA NA 93.30058 82.93508
## 1101 NA 0.001000000 91.80441 NA NA NA 92.09653 80.46348
## 1268 NA 0.004300000 94.00348 NA NA NA 93.91826 NA
## 1279 NA 0.011200000 93.75518 NA NA NA 93.66236 87.20425
## 1308 NA NA 94.53213 91.95652 NA NA NA 83.94500
## 1324 NA NA NA NA NA NA NA 65.87500
## 1330 NA 0.003200000 96.59922 NA NA NA 96.67013 86.39200
## 2104 NA NA NA NA NA NA NA 58.73750
## 2314 NA NA 99.32500 NA NA NA NA 84.67419
## 2381 NA 0.015200000 94.55788 NA NA NA 94.46490 87.22630
## 55 NA 0.002535977 88.73110 NA NA NA 89.07068 76.65166
## 1153 NA 0.012300000 87.46688 NA NA NA 85.72062 77.41718
## 1439 NA NA 93.46607 NA NA NA NA 83.37083
## 1617 NA 0.003700000 94.40161 NA NA NA 94.40085 88.93425
## 1653 0.2857 NA 68.23000 NA NA NA NA NA
## 1737 NA 0.015900000 93.02364 NA NA NA 92.22500 86.48555
## 1926 NA NA 97.93180 93.64429 NA NA 97.02303 NA
## 2300 NA NA 96.03334 NA NA NA 96.62894 87.48000
## 238 NA NA 95.52349 NA NA NA 94.45726 84.29630
## 1077 NA NA 92.17749 NA NA NA 91.60258 82.08792
## 1159 NA NA 91.44444 85.97333 NA NA 92.42500 81.26923
## 1253 NA NA NA NA NA NA NA 77.08333
## 1387 NA NA 92.88182 NA NA NA NA 85.12449
## 1450 NA NA 92.61600 NA NA NA 93.30000 NA
## 1915 NA NA 97.67414 NA NA NA NA 87.06250
## 2483 NA NA 94.53750 NA NA NA NA 83.10000
## 612 NA NA 93.68534 NA NA NA 92.98115 86.00874
## 1229 NA NA 63.51176 NA NA NA NA NA
## 1231 NA NA 93.80833 89.65000 NA NA NA 84.77778
## 1349 NA 0.005800000 92.67500 NA NA NA 92.70000 82.96250
## 1553 NA 0.004100000 95.84256 NA NA NA 96.15044 85.50094
## 1660 NA NA 97.76081 NA NA NA 96.89091 85.97785
## 1663 NA NA 96.45839 89.18511 NA NA NA 83.33727
## 1959 NA NA 74.97500 NA NA NA NA NA
## 6121 NA NA 93.68534 NA NA NA 92.98115 86.00874
## 12291 NA NA 63.51176 NA NA NA NA NA
## 12311 NA NA 93.80833 89.65000 NA NA NA 84.77778
## 13491 NA 0.005800000 92.67500 NA NA NA 92.70000 82.96250
## 15531 NA 0.004100000 95.84256 NA NA NA 96.15044 85.50094
## 16601 NA NA 97.76081 NA NA NA 96.89091 85.97785
## 16631 NA NA 96.45839 89.18511 NA NA NA 83.33727
## 19591 NA NA 74.97500 NA NA NA NA NA
## 476 NA NA 95.72204 91.92871 NA NA 94.13552 83.94826
## 527 NA NA 94.58352 NA NA NA 93.39670 86.08984
## 576 NA NA 94.30632 88.33007 NA NA NA NA
## 2047 NA NA 49.57143 NA NA NA NA NA
## 2118 NA 0.011400000 95.62362 NA NA NA NA 84.07938
## 2133 NA 0.003800000 97.93993 91.11538 NA NA 98.01758 86.29387
## 2134 NA NA 80.00000 NA NA NA NA NA
## 2139 NA NA 93.10871 NA NA NA NA 83.94503
## 2181 NA NA 96.02750 NA NA NA NA 88.50000
## 2190 NA NA 93.16047 88.67429 NA NA NA 84.96429
## 2205 NA 0.011600000 98.48000 99.06671 NA NA NA 91.12402
## 2206 NA 0.011800000 91.07606 NA NA NA 90.19313 79.34342
## 758 NA 0.002500000 95.57833 86.89595 88.15148 NA NA 82.20294
## 820 NA NA NA 87.61120 NA NA 89.56336 75.98400
## 1535 NA 0.008800000 95.60069 NA NA NA NA NA
## 1546 NA 0.001100000 97.56080 NA NA NA NA 89.00365
## 1555 NA 0.006300000 97.28775 87.69129 NA NA 96.73770 NA
## 1618 NA NA 96.66250 92.02000 NA NA 96.31818 85.07369
## 1684 NA 0.015100000 95.64683 NA NA NA NA 79.60417
## 1740 NA 0.010300000 95.88223 NA NA NA 89.00000 86.24149
## 1746 NA NA 95.58750 NA NA NA NA 83.40312
## 2515 NA NA NA NA NA NA 87.47573 75.80588
## 2577 NA 0.020400000 94.01914 NA NA NA NA 83.84416
## 537 NA NA 90.37650 NA NA NA NA 80.39617
## 960 NA 0.001800000 95.56392 NA NA NA NA 86.25000
## 1068 NA NA 89.27515 85.96415 NA NA NA NA
## 12531 NA NA NA NA NA NA NA 77.08333
## 1301 NA 0.009700000 89.94737 87.14414 NA NA 90.51466 79.31220
## 1487 NA 0.040400000 95.11000 NA NA NA NA 82.81837
## 1508 NA NA 90.95016 85.91172 NA NA NA 79.73671
## 1735 NA NA 95.06250 NA NA NA 93.86153 86.59722
## 2294 NA NA 98.78571 NA NA NA 100.05000 86.79688
## 805 NA NA 90.30000 NA NA NA 90.38421 NA
## 1563 NA 0.011500000 93.35729 85.84211 NA NA NA NA
## 1576 NA NA 60.70000 NA NA NA NA NA
## 1578 NA NA 93.35362 NA 86.56120 NA NA 84.20000
## 1588 NA NA NA NA NA NA NA 68.66250
## 1606 NA 0.005300000 94.78411 NA NA NA NA 81.32030
## 1644 NA NA 61.14627 NA NA NA NA NA
## 1650 NA NA 92.89253 88.82222 NA NA NA 78.25715
## 1655 0.0556 NA 70.58889 NA NA NA NA NA
## 1679 NA 0.003100000 95.30877 NA NA NA NA 82.05612
## 1698 NA NA 95.07438 NA NA NA NA 84.59744
## 1712 0.3913 NA 71.31667 NA NA NA NA NA
## 1722 NA NA 90.88571 NA NA NA 91.69444 81.84667
## 1745 NA 0.023500000 96.43333 NA NA NA 98.00884 87.25027
## 2562 NA NA 88.81589 NA NA NA NA 81.46341
## 366 NA NA 94.03237 90.22022 NA NA NA 85.58121
## 389 NA NA 95.07292 NA NA NA 94.40812 84.62711
## 424 NA NA NA NA NA NA 94.06721 86.38689
## 1627 NA NA 84.52592 NA NA NA NA NA
## 1668 NA 0.007800000 94.72516 93.10255 NA NA 91.65000 82.21833
## 2123 NA NA 60.00000 NA NA NA NA NA
## 2146 NA 0.008900000 100.32353 NA NA NA 100.08842 86.83077
## 21811 NA NA 96.02750 NA NA NA NA 88.50000
## 231 NA NA 92.48474 87.36692 NA NA NA NA
## 592 NA NA 90.92674 NA NA NA 90.58714 81.87984
## 813 NA NA 88.83684 NA NA NA NA 80.54054
## 1088 NA NA 92.09013 88.51121 NA NA NA NA
## 1449 NA 0.004600000 97.39277 NA NA NA 97.20517 89.69802
## 1670 NA NA 95.64787 NA NA NA 95.03540 87.05930
## 1945 NA 0.005900000 97.01168 NA 88.23780 NA 97.28936 81.29771
## 2306 NA NA 87.06923 NA NA NA NA NA
## 2527 NA 0.014700000 NA 86.73770 NA NA 92.37016 78.89370
## 340 NA NA 94.23678 89.64570 NA NA 94.84167 83.21114
## 429 NA 0.001790646 93.08629 89.09757 NA NA 92.67244 80.57012
## 807 NA NA 98.87399 NA NA NA NA 92.63767
## 9231 NA 0.004600000 93.20407 NA NA NA 92.87143 83.21069
## 1867 NA NA 99.27273 NA NA NA NA NA
## 1956 NA NA 88.82500 NA NA NA NA 76.77298
## 2334 NA NA 87.56429 NA NA NA 86.25000 79.40000
## 2450 NA 0.004800000 92.64091 NA NA NA 92.75387 83.83878
## 372 NA 0.001883846 93.13102 NA NA NA NA 84.25336
## 412 NA NA 93.71812 88.85036 NA NA NA NA
## 775 NA NA 92.35000 90.60000 NA NA NA 81.27805
## 1358 NA NA 90.68000 NA NA NA NA 78.90000
## 1448 NA 0.005500000 93.42727 NA NA NA 94.02317 86.65441
## 1899 NA NA 91.50000 88.80000 NA NA 92.72667 79.94211
## 1939 NA NA 81.87500 NA NA NA NA NA
## 2302 NA 0.071400000 88.92500 NA NA NA 89.21154 75.93889
## 347 NA NA 95.87069 NA NA NA 96.26080 86.32324
## 743 NA 0.001000000 98.06691 NA NA NA 97.61476 90.42466
## 1374 NA NA 93.64444 NA NA NA NA 81.66000
## 1376 NA NA 90.66865 NA NA NA 90.78000 85.20000
## 14871 NA 0.040400000 95.11000 NA NA NA NA 82.81837
## 1509 NA NA 94.99487 NA NA NA 94.75000 84.05556
## 1874 NA NA 80.00000 NA NA NA NA NA
## 2270 NA NA 92.86506 NA NA NA NA 86.50952
## 711 NA NA 97.67405 NA NA NA 97.66400 88.38862
## 10421 NA NA 89.50588 NA NA NA 88.99722 80.18800
## 1161 NA 0.015200000 91.71333 91.96545 NA NA NA NA
## 1235 NA 0.006600000 95.78936 NA NA NA NA 87.51833
## 1300 NA NA 70.84000 NA NA NA NA NA
## 1320 NA 0.005500000 93.99364 NA NA NA NA 82.54433
## 2238 NA NA NA 90.21429 NA NA 93.73334 83.55882
## 2569 NA 0.013600000 94.68361 87.18018 NA NA 94.33053 82.53421
## 395 NA NA 92.77449 NA NA NA NA NA
## 1429 NA NA 90.65000 NA NA NA 90.67586 80.45073
## 1440 NA NA 95.12500 NA NA NA 95.55000 85.40000
## 1443 NA 0.001900000 92.70698 NA NA NA 89.65000 NA
## 1474 NA 0.003300000 96.16685 NA 86.91021 NA NA 83.78667
## 1501 NA 0.003500000 94.47185 NA NA NA NA 86.07500
## 1502 NA NA 94.44167 NA 87.30000 NA 94.45378 79.31971
## 1504 NA NA 93.84211 NA NA NA NA 82.39394
## 1516 NA 0.019900000 94.51812 93.10000 NA NA NA NA
## 1922 NA NA 96.04932 NA NA NA NA 83.67097
## 222 NA NA 97.04684 NA NA NA NA 87.38872
## 4791 NA NA 93.22495 88.39167 NA NA 92.82004 82.31736
## 1254 NA 0.011000000 94.16432 NA NA NA 93.34697 88.23524
## 1343 NA NA NA NA NA NA NA 62.65000
## 1671 NA NA NA NA 87.45000 NA 93.76562 85.23924
## 1705 NA NA 98.30904 NA 89.38788 NA 96.65000 86.70000
## 1719 NA NA 94.46666 NA NA NA 93.92483 84.83365
## 1830 NA NA 94.00204 NA NA NA NA 82.85384
## 1172 NA NA 95.13185 NA NA NA NA 86.02941
## 11951 NA 0.002000000 94.89284 NA NA NA 93.72105 83.80500
## 1311 NA NA 95.11336 NA NA NA 95.43428 87.48169
## 1313 NA 0.006400000 94.85702 NA NA NA 93.94681 84.53884
## 1353 NA NA 95.34114 82.38572 NA NA 95.70833 NA
## 1360 NA 0.032300000 89.90000 NA NA NA 90.91213 NA
## 1895 NA NA 96.92928 NA NA NA NA 85.36724
## 1983 NA NA 74.90000 NA NA NA NA NA
## 2248 NA NA 95.22932 NA NA NA NA 83.63130
## 2357 NA NA 95.71688 NA NA NA NA 86.48000
## 226 NA NA 97.27721 NA NA NA NA 87.73337
## 480 NA NA 95.27204 89.27094 NA NA NA 83.95015
## 845 NA NA 92.74722 NA NA NA 93.13538 86.65846
## 1552 NA NA 97.32000 NA NA NA 98.13333 84.28666
## 1609 NA 0.011500000 94.91605 NA NA NA 93.76712 89.43407
## 1703 NA NA 64.77500 NA NA NA NA NA
## 1728 NA NA 96.58889 NA 90.74702 NA 96.25000 88.40000
## 2145 NA NA 98.94167 NA NA NA NA 88.05294
## 249 NA NA 92.60474 NA NA NA NA 80.31952
## 251 NA NA 93.90438 NA NA NA 94.16920 86.94041
## 506 NA 0.005126374 92.06444 87.59907 NA NA NA NA
## 556 NA NA 90.48876 NA NA NA 90.69661 82.89888
## 1208 NA 0.007700000 85.55454 NA NA NA 85.46464 76.97160
## 1283 NA 0.004200000 93.09016 NA NA NA NA 81.32596
## 1284 NA NA 96.47520 NA 87.18333 NA NA 84.25625
## 2345 NA 0.006800000 85.40482 NA NA NA 85.34406 75.63522
## 2565 NA NA 95.05511 NA NA NA 94.71566 86.01368
## 317 NA NA 93.12915 88.68996 NA NA 91.88439 81.16541
## 335 NA NA 94.45150 NA NA NA NA 82.84335
## 663 NA 0.013385973 91.62516 NA NA NA 90.26260 NA
## 1333 NA 0.007700000 91.21250 90.90000 NA NA 90.93207 81.10142
## 1475 NA NA 94.45800 NA NA NA NA 85.72941
## 19961 NA NA 63.28334 NA NA NA NA NA
## 2113 NA 0.006600000 99.66071 NA NA NA NA 89.04574
## 2368 NA NA NA NA NA NA 91.58333 77.68970
## 22 NA NA NA 92.06219 NA NA NA 81.91985
## 63 NA NA 96.29658 NA NA NA NA NA
## 168 NA NA 95.72905 NA NA NA 94.39959 85.92516
## 174 NA NA 97.31097 92.90687 NA NA NA NA
## 673 NA NA 91.52864 86.74016 NA NA NA 83.48825
## 1177 NA 0.003700000 96.66975 NA NA NA 96.35401 88.40639
## 1180 NA 0.004000000 96.51726 NA NA NA NA NA
## 1260 NA NA 91.38164 NA NA NA NA 77.56800
## 1744 NA 0.024200000 98.32157 NA NA NA 97.21428 88.30516
## 1759 NA NA 95.74352 NA NA NA 95.60000 85.36968
## 2222 NA 0.008700000 NA NA NA NA 95.97947 90.62366
## 2362 NA 0.010200000 90.64737 NA NA NA 90.67018 NA
## 2530 NA NA 92.86667 NA NA NA NA 81.13421
## 2600 NA 0.001000000 98.76036 NA NA NA 98.08804 87.87984
## 2641 NA NA 91.67734 NA NA NA NA 80.00794
## 7581 NA 0.002500000 95.57833 86.89595 88.15148 NA NA 82.20294
## 1178 NA 0.015900000 89.67190 NA NA NA 90.18057 77.45971
## 1287 NA NA 93.17280 86.51428 NA NA NA 81.78800
## 1445 NA NA NA NA NA NA NA 73.76250
## 19561 NA NA 88.82500 NA NA NA NA 76.77298
## 2229 NA 0.005800000 93.38621 NA NA NA NA 83.57037
## 2246 NA NA 93.52000 NA NA NA 93.06777 86.12237
## 2312 NA 0.013400000 91.68889 82.59375 NA NA 92.35603 NA
## 2412 NA 0.011900000 92.43640 NA NA NA NA 81.09718
## 173 NA NA 97.02378 NA NA NA NA 86.40454
## 315 NA NA 98.15457 NA NA NA NA 86.22159
## 376 NA 0.005145946 99.13141 NA NA NA NA NA
## 1630 NA NA 83.75000 NA NA NA NA NA
## 1646 NA NA 94.15278 NA NA NA 93.52676 83.87014
## 1683 NA 0.006600000 NA NA 88.62210 NA 97.02217 89.03125
## 1891 NA NA 95.55000 NA NA NA 95.82594 84.38977
## 1930 NA NA NA 87.52857 NA NA 91.70714 81.05556
## 2007 NA 0.001000000 94.26666 NA NA NA 96.04372 86.38109
## 2252 NA NA NA NA NA NA 93.68172 80.91887
## 2471 NA NA 91.63377 NA NA NA NA 84.11120
## 2511 NA NA 94.29549 NA NA NA NA 84.20213
## 152 NA NA 99.57500 NA NA NA 99.95531 88.22402
## 307 NA NA 88.99203 NA NA NA 88.87443 79.74874
## 414 NA NA 98.33935 95.61573 NA NA 98.61120 88.70589
## 1185 NA 0.013300000 94.09798 84.79630 NA NA NA NA
## 1331 NA 0.005100000 95.72114 92.97746 NA NA 95.91870 NA
## 1351 NA NA 93.01111 NA NA NA NA 87.50000
## 1565 NA NA 67.88889 NA NA NA NA 61.00000
## 1718 0.0294 NA 80.38485 NA NA NA NA NA
## 1808 0.3030 NA 55.01250 NA NA NA NA NA
## 2013 NA 0.002200000 93.11322 NA NA NA 91.60000 86.92138
## 2031 NA NA 72.62857 NA NA NA NA NA
## 2090 NA 0.033900000 92.83143 NA NA NA 90.96666 84.72647
## 598 NA NA 90.12453 85.89722 NA NA NA NA
## 1155 NA NA 85.44941 NA NA NA 85.30000 78.57174
## 13581 NA NA 90.68000 NA NA NA NA 78.90000
## 1533 NA 0.008300000 93.21273 88.35214 NA NA NA 83.33954
## 2025 NA 0.009200000 95.11823 90.13248 NA NA 95.16279 82.77695
## 2035 NA 0.003400000 93.73379 NA NA NA NA 84.96577
## 2307 NA 0.004600000 92.48899 NA NA NA 92.25828 83.14498
## 2498 NA 0.013400000 91.10880 84.87273 NA NA NA NA
## 5321 NA NA 91.25677 85.48942 NA NA NA NA
## 975 NA NA 91.34807 NA NA NA NA 81.03807
## 1040 NA NA 90.80387 NA NA NA 90.69865 NA
## 1214 NA NA 93.52139 88.66065 NA NA NA 80.19487
## 1612 NA NA 62.32857 NA NA NA NA NA
## 2006 NA NA 59.21731 NA NA NA NA NA
## 2338 NA NA 93.76250 87.20333 NA NA 93.64375 74.76923
## 2504 NA NA NA NA NA NA 88.73409 NA
## 2536 NA NA 92.45416 NA NA NA NA 81.72941
## 279 NA NA 95.04828 NA NA NA NA 82.18758
## 351 NA NA 95.77878 87.72891 85.86118 NA NA NA
## 1336 NA NA 93.34889 NA NA NA NA 84.70192
## 13492 NA 0.005800000 92.67500 NA NA NA 92.70000 82.96250
## 1356 NA 0.009400000 97.60402 NA 87.96614 NA NA 87.07593
## 1417 NA NA 91.70545 NA NA NA 91.30322 83.77451
## 15091 NA NA 94.99487 NA NA NA 94.75000 84.05556
## 1542 NA 0.007000000 NA 92.22767 NA NA 93.62870 81.19695
## 2055 NA 0.001800000 95.93546 NA NA NA 95.71162 87.10100
## 2273 NA NA NA NA NA NA 93.74000 85.50000
## 2499 NA 0.015400000 93.50834 NA NA NA 93.32123 82.04898
## 2566 NA 0.006200000 95.32474 90.35000 NA NA 95.15000 86.38889
## 51 NA 0.003574338 91.93625 85.38991 NA NA 91.60005 NA
## 365 NA 0.002247411 92.80383 NA 84.94149 NA 92.38604 88.95039
## 552 NA NA 93.32181 NA 84.27238 NA NA 81.75242
## 630 NA NA 93.41707 87.53676 NA NA 93.23559 83.05162
## 1493 NA NA 99.64166 NA NA NA NA 82.24000
## 1506 NA 0.005700000 100.70000 100.21284 NA NA NA 91.87102
## 1514 NA NA NA 87.00000 NA NA NA 81.83333
## 1925 NA 0.011900000 95.93301 NA 92.02285 NA 96.13333 85.72456
## 2349 NA 0.004000000 90.90696 NA NA NA 91.80000 79.83955
## 2413 NA NA 90.40000 NA NA NA 90.23846 NA
## 2629 NA 0.001800000 NA NA NA NA 88.13419 74.94139
## 48 NA NA NA NA NA NA 95.48404 NA
## 246 NA NA 90.81014 NA NA NA 90.34672 79.75824
## 1428 NA NA 99.02121 NA NA NA NA NA
## 14872 NA 0.040400000 95.11000 NA NA NA NA 82.81837
## 1503 NA 0.013300000 96.97955 NA NA NA 97.17244 87.47883
## 16981 NA NA 95.07438 NA NA NA NA 84.59744
## 1700 NA 0.004800000 86.45205 NA NA NA 86.48162 77.84715
## 2169 NA NA 67.75555 NA NA NA NA NA
## 2178 NA 0.003300000 92.52620 NA NA NA NA 85.52395
## 2626 NA 0.007100000 95.46864 NA NA NA NA 82.64545
## 3951 NA NA 92.77449 NA NA NA NA NA
## 1270 NA NA NA 93.90588 NA NA NA 87.08571
## 1315 NA NA 94.74579 NA NA NA NA NA
## 1381 NA NA 94.70750 NA NA NA NA 85.17778
## 16531 0.2857 NA 68.23000 NA NA NA NA NA
## 1661 NA NA 94.98465 NA NA NA 94.44849 85.89000
## 2027 NA 0.018600000 97.11434 NA NA NA NA 88.49128
## 2128 NA 0.010800000 94.94702 NA NA NA NA 84.02615
## 1220 NA 0.029600000 NA NA NA NA 93.44225 85.04666
## 1369 NA NA NA NA NA NA NA 61.86667
## 1392 NA 0.003300000 93.23334 NA NA NA 94.28820 86.59954
## 1751 NA NA 96.96948 NA NA NA NA 88.36093
## 1988 NA 0.003700000 94.92273 NA NA NA 94.75625 84.47211
## 2153 NA 0.011500000 95.71865 NA NA NA NA 85.84912
## 2167 NA NA 95.17770 NA NA NA NA NA
## 2437 NA NA 86.57400 NA NA NA NA 78.77778
## 2454 NA NA 91.33803 NA NA NA 90.49167 82.76250
## 2578 NA 0.004000000 NA 93.06764 NA NA 98.68647 NA
## 1097 NA 0.001500000 90.69800 NA 84.44000 NA 90.92500 86.53265
## 1209 NA NA NA NA NA NA 92.25454 80.61667
## 1335 NA NA 94.10494 NA NA NA NA 80.64000
## 1975 NA 0.022700000 94.43403 NA NA NA NA 87.25792
## 2187 NA 0.004300000 94.43490 88.58333 NA NA NA 81.02888
## 2259 NA NA 95.76428 NA NA NA NA 86.10371
## 2341 NA NA 93.83231 NA NA NA NA 79.32297
## 2453 NA NA 91.56563 NA NA NA 91.57960 82.86585
## 2522 NA 0.009000000 88.53849 NA NA NA NA 83.63765
## 574 NA NA NA 82.26025 NA NA 86.68522 NA
## 590 NA NA 93.53168 NA NA NA NA 85.34225
## 983 NA 0.002400000 95.68301 NA 85.56798 NA 92.53750 88.66332
## 1013 NA 0.003500000 90.42410 85.98944 NA NA 89.89630 NA
## 2076 NA NA 72.50204 NA NA NA NA NA
## 2158 NA NA 94.65000 NA NA NA 94.07500 84.04286
## 2177 NA NA NA NA NA NA 94.92391 85.21941
## 2324 NA 0.005000000 94.47221 NA NA NA 88.80000 86.17994
## 182 NA NA NA 92.87471 NA NA 92.39732 84.29895
## 212 NA NA 95.87752 92.40219 NA NA 95.25908 NA
## 333 NA NA 93.37123 NA NA NA 92.11949 82.24881
## 609 NA NA 91.88048 NA NA NA NA NA
## 1162 NA NA 95.76596 88.92102 NA NA 95.47978 NA
## 1286 NA 0.007100000 96.00000 NA NA NA 96.04501 87.73871
## 1426 NA 0.000900000 96.54727 NA NA NA 96.70916 NA
## 1611 NA 0.005500000 97.89011 NA NA NA 97.41911 87.97143
## 1882 NA 0.013200000 93.48668 NA NA NA NA 82.93880
## 1958 NA 0.004200000 98.95841 NA NA NA 98.88027 91.61118
## 2038 NA 0.010800000 97.25995 NA 89.63066 NA NA 89.53793
## 2467 NA 0.010900000 94.00000 NA NA NA 93.66661 88.56535
## 756 NA NA 90.47408 NA NA NA NA 81.68889
## 780 NA 0.001900000 95.26243 NA NA NA NA 83.38425
## 991 NA 0.001100000 NA NA NA NA 92.08832 83.97032
## 1305 NA 0.003900000 96.98750 NA NA NA NA 90.16667
## 1373 NA NA 66.22500 NA NA NA NA NA
## 1459 NA NA 93.58790 90.49600 NA NA NA 85.19221
## 1594 NA NA 49.57619 NA NA NA NA NA
## 1860 NA NA 77.60000 NA NA NA NA NA
## 613 NA NA 94.09957 NA NA NA 93.93087 83.49453
## 1108 NA NA 93.99134 NA NA NA 93.45449 84.69105
## 2279 NA NA 95.75778 NA NA NA NA 83.48500
## 2310 NA NA 69.15455 NA NA NA NA NA
## 2333 NA 0.016000000 91.49693 NA NA NA 88.85000 NA
## 2348 NA NA NA NA NA NA 89.13620 NA
## 2372 NA 0.024900000 NA NA NA NA 92.34413 84.39132
## 2526 NA NA NA NA NA NA 94.45334 86.17143
## 2574 NA NA 93.97097 87.04286 NA NA 94.33333 80.68421
## 111 NA NA 85.86123 NA NA NA 86.59740 77.64666
## 1438 NA NA 95.20455 NA NA NA 95.38667 87.20000
## 15041 NA NA 93.84211 NA NA NA NA 82.39394
## 1811 NA NA 73.92449 NA NA NA 88.50000 NA
## 2092 NA NA 95.76923 93.38139 NA NA 95.07895 82.39524
## 2131 NA NA 61.97879 NA NA NA NA NA
## 2410 NA NA 93.43333 NA NA NA NA NA
## 2539 NA 0.018900000 94.01855 NA NA NA NA NA
## 1111 NA NA 85.86123 NA NA NA 86.59740 77.64666
## 14381 NA NA 95.20455 NA NA NA 95.38667 87.20000
## 15042 NA NA 93.84211 NA NA NA NA 82.39394
## 18111 NA NA 73.92449 NA NA NA 88.50000 NA
## 20921 NA NA 95.76923 93.38139 NA NA 95.07895 82.39524
## 21311 NA NA 61.97879 NA NA NA NA NA
## 24101 NA NA 93.43333 NA NA NA NA NA
## 25391 NA 0.018900000 94.01855 NA NA NA NA NA
## 529 NA NA 92.28572 NA NA NA NA NA
## 638 NA 0.005600000 NA NA NA NA 94.03068 86.69714
## 951 NA 0.004700000 92.59129 84.66667 84.85663 NA NA 83.81081
## 1505 NA NA 96.55584 NA NA NA NA NA
## 1614 NA NA 95.20289 88.96078 NA NA NA 84.32286
## 1927 NA 0.002700000 92.38621 90.11913 NA NA 92.00069 NA
## 2481 NA 0.008900000 92.05287 NA NA NA NA 80.07277
## 2590 NA 0.009400000 95.83620 89.44928 NA NA NA NA
## 467 NA NA 93.95523 NA NA NA NA 88.75045
## vCU_sc vKC_sc vEP_sc vCH_sc vSC_sc vKN_sc FA_X_sc
## 479 NA NA NA 85.13644 NA NA -5.0297075
## 532 78.42673 NA NA 84.12735 NA NA 5.2478820
## 1032 82.56710 NA NA 84.52335 NA NA NA
## 1042 NA NA NA 84.23864 NA NA 8.8560785
## 1047 74.28182 NA NA 83.23500 NA NA 3.7902438
## 1964 NA NA NA 86.40000 NA NA -4.0049466
## 2148 63.88889 NA 42.84545 NA NA NA -5.2130814
## 2154 NA NA 51.66000 NA NA NA -4.2013998
## 2192 NA NA NA 85.14000 NA NA NA
## 2241 NA NA NA 88.78378 NA NA -8.7521174
## 447 NA NA NA NA NA NA -6.5950881
## 490 NA 76.76105 NA 85.51531 NA NA 5.8804569
## 496 73.35211 NA NA 79.53403 NA NA 5.3512106
## 923 NA 80.60000 NA 88.59259 NA NA -2.3483778
## 1038 77.92034 NA NA 87.39540 NA NA 3.2409258
## 1960 NA NA 49.14444 NA NA NA NA
## 1984 NA NA NA NA NA NA -4.8988364
## 1996 NA NA 46.62727 NA NA NA -3.6276833
## 2009 NA NA NA 84.92500 NA NA -7.2959000
## 2051 NA NA NA NA NA NA -7.5407794
## 2085 84.86667 NA NA NA NA NA -4.7192522
## 342 NA NA NA 86.31949 NA NA -5.0854723
## 362 NA NA NA NA NA NA -5.0538803
## 896 73.35000 NA NA 87.59000 NA NA -2.4649485
## 1195 NA NA NA 89.11429 NA NA -2.8723260
## 1389 NA NA NA NA NA NA -3.3213515
## 1393 77.18182 NA NA NA NA NA -3.4633335
## 1463 NA NA NA 84.66339 NA NA -3.4559650
## 1767 NA NA NA 84.32500 NA NA -3.0340540
## 2587 NA NA NA NA NA NA NA
## 2607 NA NA NA 86.76667 NA NA 4.5790152
## 137 81.88513 NA NA 89.11603 NA NA -5.7836095
## 258 NA 76.74409 NA 85.38727 NA NA -4.7017261
## 377 NA NA NA 83.57850 NA NA -7.4871562
## 1581 NA NA 52.74000 NA NA NA -8.4362963
## 1640 80.88611 NA NA NA NA NA -5.9974543
## 2382 82.39484 NA NA NA NA NA 3.8986877
## 2503 78.82891 NA NA NA NA NA 0.9951326
## 2622 82.96806 NA NA 87.32500 NA NA 2.2593567
## 69 NA NA NA NA NA NA -7.1562514
## 136 80.26201 NA NA 88.22035 NA NA -3.5617165
## 1101 NA NA NA 81.15080 NA NA 5.4867332
## 1268 NA 78.23147 NA 85.52110 NA NA -5.4461486
## 1279 NA NA NA 86.38494 NA NA -6.6726521
## 1308 NA 76.52955 NA NA NA NA -1.5786345
## 1324 NA NA NA NA NA NA NA
## 1330 79.42476 NA NA 90.32832 NA NA -3.2544647
## 2104 NA NA NA 60.45000 NA NA NA
## 2314 NA NA NA NA NA NA 4.8491665
## 2381 80.21500 NA NA NA NA NA 2.8952056
## 55 65.86380 NA NA 79.09796 NA NA -6.3175532
## 1153 78.90000 NA NA 77.35000 NA NA -10.1756491
## 1439 NA NA NA NA NA NA -4.3573213
## 1617 79.78747 NA NA 87.58889 NA NA -4.9830447
## 1653 58.30000 NA NA NA NA NA -6.0884998
## 1737 NA NA NA 86.77232 NA NA -8.3963591
## 1926 80.63611 NA NA 89.27738 NA NA -4.6509170
## 2300 81.76667 NA NA NA NA NA -7.4250832
## 238 78.66540 NA NA 91.24793 NA NA -4.7911288
## 1077 78.07678 NA NA 87.49189 NA NA -0.3544069
## 1159 NA NA NA NA NA NA -0.4866667
## 1253 NA NA NA NA NA NA NA
## 1387 NA NA NA 85.99460 NA NA -7.5460226
## 1450 NA NA NA 86.28889 NA NA -7.4144000
## 1915 NA NA NA 84.85000 NA NA -6.3587931
## 2483 NA NA NA NA NA NA 7.7712498
## 612 74.32741 NA NA 85.92734 NA NA 4.1625413
## 1229 NA NA NA NA NA NA -3.2635294
## 1231 78.23077 NA NA 87.57500 NA NA -4.4487499
## 1349 NA NA NA 85.27708 NA NA -8.1850004
## 1553 NA NA NA 87.92500 NA NA -4.5824944
## 1660 NA NA NA 90.90000 NA NA -7.4766219
## 1663 NA NA NA 89.67688 NA NA -2.6569581
## 1959 NA NA 58.30000 NA NA NA -7.2845249
## 6121 74.32741 NA NA 85.92734 NA NA 4.1625413
## 12291 NA NA NA NA NA NA -3.2635294
## 12311 78.23077 NA NA 87.57500 NA NA -4.4487499
## 13491 NA NA NA 85.27708 NA NA -8.1850004
## 15531 NA NA NA 87.92500 NA NA -4.5824944
## 16601 NA NA NA 90.90000 NA NA -7.4766219
## 16631 NA NA NA 89.67688 NA NA -2.6569581
## 19591 NA NA 58.30000 NA NA NA -7.2845249
## 476 NA NA NA 89.34089 NA NA -6.4197750
## 527 80.17837 NA NA NA NA NA 4.2382395
## 576 78.89109 NA NA 87.17369 NA NA 3.6264155
## 2047 NA NA NA NA NA NA 4.8421860
## 2118 79.90000 NA NA 87.80421 NA NA -7.1211022
## 2133 NA NA NA 90.26910 NA NA -5.6807641
## 2134 NA NA NA NA NA NA -5.0220455
## 2139 NA NA NA 91.73334 NA NA -3.1247615
## 2181 NA NA NA NA NA NA -4.9041500
## 2190 79.98529 NA NA 84.25000 NA NA -2.2770852
## 2205 NA NA NA NA NA NA -3.2752800
## 2206 NA NA NA 86.22683 NA NA -6.1490819
## 758 74.74167 NA NA NA NA NA -2.7670391
## 820 74.71743 NA NA 79.70446 NA NA NA
## 1535 79.05093 NA NA NA NA NA -2.5466896
## 1546 85.77900 NA NA NA NA NA -3.9581010
## 1555 NA NA NA 89.01824 NA NA -6.4553061
## 1618 NA NA NA NA NA NA -6.5149999
## 1684 NA 78.72066 NA NA NA NA -2.6887342
## 1740 NA NA NA 89.05000 NA NA -3.3316667
## 1746 NA NA NA 90.10000 NA NA -4.2437500
## 2515 NA NA NA NA NA NA NA
## 2577 NA NA NA 90.62059 NA NA 2.5055776
## 537 NA NA NA 81.42107 NA NA 4.0679942
## 960 NA 80.22929 NA 74.59798 NA NA -2.2672372
## 1068 71.87229 NA NA 79.62766 NA NA 7.9045455
## 12531 NA NA NA NA NA NA NA
## 1301 NA NA NA 83.89000 NA NA -7.3342108
## 1487 78.30000 NA NA 86.80270 NA NA -4.3045455
## 1508 NA NA NA NA NA NA -1.2568254
## 1735 79.28334 NA NA 85.98334 NA NA -6.4640627
## 2294 NA NA NA NA NA NA -5.0145714
## 805 77.38636 NA NA 85.37368 NA NA -3.8365216
## 1563 NA 79.58400 NA 85.67174 NA NA -6.5428857
## 1576 NA NA NA NA NA NA -1.6975001
## 1578 NA NA NA NA NA NA -8.4384058
## 1588 56.45000 NA NA NA NA NA NA
## 1606 NA 79.55000 NA 89.97360 NA NA -4.4588409
## 1644 63.40000 NA NA NA NA NA -3.3038806
## 1650 NA NA NA NA NA NA -4.5717910
## 1655 NA NA NA NA NA NA -1.7700000
## 1679 NA NA NA 88.96129 NA NA -3.9069299
## 1698 NA NA NA 87.24146 NA NA -5.0807440
## 1712 NA NA 43.14706 NA NA NA -3.6066666
## 1722 NA NA NA 82.17143 NA NA -4.1661905
## 1745 NA NA NA 90.14571 NA NA -8.2416668
## 2562 NA NA NA 82.85364 NA NA 6.4684488
## 366 81.65537 NA NA 86.12457 NA NA -4.6647261
## 389 NA NA NA 88.71040 NA NA -4.9369284
## 424 82.19309 NA NA NA NA NA NA
## 1627 NA NA 63.20000 NA NA NA -2.5303704
## 1668 NA 76.48847 NA 82.90000 NA NA -2.1146202
## 2123 NA NA NA NA NA NA -7.1387831
## 2146 NA NA NA 91.35556 NA NA -4.2165294
## 21811 NA NA NA NA NA NA -4.9041500
## 231 71.98229 NA NA 84.05609 NA NA -3.2565808
## 592 NA NA NA 85.24922 NA NA 8.8914446
## 813 72.65000 NA NA 79.51428 NA NA -6.5657895
## 1088 76.27273 NA NA 82.09828 NA NA 6.4593630
## 1449 NA NA NA 90.05611 NA NA -6.8118551
## 1670 NA NA NA 88.90064 NA NA -4.5538034
## 1945 NA NA NA NA NA NA -5.2201387
## 2306 73.30000 NA NA 73.65000 NA NA 8.3053847
## 2527 NA NA NA 80.72919 NA NA NA
## 340 NA NA NA NA NA NA -0.4537656
## 429 76.71258 NA NA 84.99414 NA NA -3.5093428
## 807 83.44375 NA NA 92.01299 NA NA -5.9810539
## 9231 NA 80.60000 NA 88.59259 NA NA -2.3483778
## 1867 83.48333 NA NA 90.68000 NA NA -7.8363634
## 1956 71.01667 NA NA 83.35000 NA NA -1.8570667
## 2334 70.00000 NA NA NA NA NA 1.4692857
## 2450 NA NA NA 87.78957 NA NA 8.1440911
## 372 NA 76.17546 NA NA NA NA -1.9373131
## 412 83.28506 NA NA 86.77808 NA NA -6.0472530
## 775 75.43077 NA NA 82.36364 NA NA -3.4894738
## 1358 73.50000 NA NA 84.85714 NA NA -4.9660000
## 1448 NA NA NA 85.79231 NA NA -4.7154544
## 1899 74.70000 NA NA 86.50000 NA NA -6.3099999
## 1939 39.30000 NA 43.10371 NA NA NA -3.5840437
## 2302 NA NA NA NA NA NA 7.9933332
## 347 NA NA NA NA NA NA -8.2687863
## 743 83.72405 NA NA 91.81799 NA NA -6.7735033
## 1374 NA NA NA NA NA NA -2.1488889
## 1376 77.71569 NA NA 79.59194 NA NA -1.4332836
## 14871 78.30000 NA NA 86.80270 NA NA -4.3045455
## 1509 NA NA NA 87.85714 NA NA -3.3066668
## 1874 NA NA 61.46316 NA NA NA -7.5528570
## 2270 NA NA NA 77.40244 NA NA -3.6382433
## 711 NA 83.43011 NA 89.83895 NA NA -7.5138673
## 10421 NA NA NA 84.23864 NA NA 8.8560785
## 1161 NA 82.24518 NA NA NA NA -5.6996668
## 1235 83.86325 NA NA NA NA NA -4.6866225
## 1300 NA NA NA NA NA NA -7.6239998
## 1320 NA NA NA 87.71237 NA NA -7.0703181
## 2238 NA NA NA 88.91765 NA NA NA
## 2569 NA NA NA 88.10000 NA NA 7.0852951
## 395 NA NA NA 82.53656 NA NA -5.1562613
## 1429 NA NA NA 83.02727 NA NA -10.9379543
## 1440 NA NA NA NA NA NA -2.2487500
## 1443 84.23958 NA NA 84.53003 NA NA -4.0417276
## 1474 NA NA NA NA NA NA -5.6877765
## 1501 NA NA NA 88.86452 NA NA -7.6612594
## 1502 NA NA NA NA NA NA -8.2191663
## 1504 NA NA NA NA NA NA -4.5894735
## 1516 80.12941 NA NA NA NA NA -0.8132215
## 1922 NA NA NA NA NA NA -3.4034246
## 222 80.36967 NA NA 85.94244 NA NA -4.5744012
## 4791 NA NA NA 85.13644 NA NA -5.0297075
## 1254 79.18221 NA NA 86.84348 NA NA -4.6522535
## 1343 54.40000 NA NA NA NA NA NA
## 1671 NA NA NA NA NA NA NA
## 1705 82.77273 NA NA NA NA NA -5.7468957
## 1719 NA NA NA NA NA NA -5.5607577
## 1830 NA NA NA 83.24000 NA NA -4.2887754
## 1172 77.18182 NA NA NA NA NA -4.1438517
## 11951 NA NA NA 89.11429 NA NA -2.8723260
## 1311 84.13944 NA NA NA NA NA -2.7958289
## 1313 NA NA NA 87.91270 NA NA -2.8239541
## 1353 NA NA NA 83.70930 NA NA -8.0454952
## 1360 77.65268 NA NA 86.98125 NA NA -6.3100001
## 1895 NA NA NA 89.66111 NA NA -2.6280179
## 1983 NA NA 56.32381 NA NA NA -4.9046998
## 2248 NA NA NA 91.72934 NA NA -4.0547792
## 2357 82.50000 NA NA 84.02000 NA NA 9.2800003
## 226 NA NA NA 81.57428 NA NA -4.2312539
## 480 NA NA NA 85.96208 NA NA -4.9947579
## 845 80.03089 NA NA 87.23306 NA NA -6.1173613
## 1552 NA NA NA 88.05000 NA NA -7.9087693
## 1609 82.44597 NA NA 87.23290 NA NA -6.1903688
## 1703 55.45000 NA NA NA NA 59.84286 -7.1900001
## 1728 NA NA NA NA NA NA -7.5313334
## 2145 NA NA NA 91.70000 NA NA -5.6929582
## 249 75.85863 NA NA 85.91659 NA NA -5.8127728
## 251 85.31686 NA NA NA NA NA -5.6188216
## 506 78.85744 NA NA NA NA NA 4.3518989
## 556 NA NA NA 81.73782 NA NA 5.2141008
## 1208 NA NA NA 80.24821 NA NA -8.5454545
## 1283 NA NA NA NA NA NA -8.6461622
## 1284 81.47972 NA NA NA NA NA -7.3302372
## 2345 NA NA NA 72.65035 NA NA 9.7585545
## 2565 NA NA NA NA NA NA 5.5255102
## 317 NA NA NA 87.03422 NA NA -4.1511127
## 335 NA NA NA NA NA NA -5.1161064
## 663 76.51779 NA NA 82.87608 NA NA 6.4098446
## 1333 NA NA NA 83.00000 NA NA -5.4110712
## 1475 NA NA NA 85.04545 NA NA -4.1994000
## 19961 NA NA 46.62727 NA NA NA -3.6276833
## 2113 82.12326 NA NA NA NA NA -2.1258123
## 2368 NA NA NA 84.06956 NA NA NA
## 22 NA 84.03416 NA NA NA NA NA
## 63 NA 79.90302 NA NA NA NA -3.7689101
## 168 NA NA NA 87.52112 NA NA -3.0203157
## 174 80.96179 NA NA NA NA NA -4.1666213
## 673 77.77415 NA NA 82.91898 NA NA 2.1187906
## 1177 NA NA NA 90.75625 NA NA -6.4512012
## 1180 NA 86.07656 NA NA NA NA -6.8534188
## 1260 NA NA NA 80.13239 NA NA -6.7257142
## 1744 NA NA NA NA NA NA -6.7060783
## 1759 77.71200 NA NA 85.21395 NA NA -4.6977996
## 2222 NA NA NA NA NA NA NA
## 2362 74.62453 NA NA 79.60000 NA NA 1.8280262
## 2530 80.20000 NA NA NA NA NA 2.0660606
## 2600 NA NA NA 92.15000 NA NA 6.8749112
## 2641 NA NA NA 82.03571 NA NA 7.5061509
## 7581 74.74167 NA NA NA NA NA -2.7670391
## 1178 NA NA NA 82.26667 NA NA -6.8792382
## 1287 76.72667 NA NA 80.01585 NA NA -4.3970000
## 1445 NA NA NA 78.50000 NA NA NA
## 19561 71.01667 NA NA 83.35000 NA NA -1.8570667
## 2229 NA NA NA 87.05843 NA NA -8.2351722
## 2246 NA NA NA 86.78334 NA NA -8.5118998
## 2312 NA 76.40897 NA 75.13478 NA NA 3.0877779
## 2412 NA NA NA 82.37360 NA NA 6.2445395
## 173 80.47395 NA NA 90.31556 NA NA -2.9569122
## 315 NA NA NA 88.70443 NA NA -3.5381622
## 376 NA 85.78254 NA NA NA NA -3.1434742
## 1630 NA NA 49.41250 NA NA NA -4.5850000
## 1646 NA NA NA 89.17500 NA NA -6.4369443
## 1683 NA NA NA NA NA NA NA
## 1891 NA NA NA 88.20000 NA NA -5.5316664
## 1930 NA NA NA 82.93334 NA NA NA
## 2007 NA NA NA NA NA NA -5.0220334
## 2252 NA NA NA 88.20000 NA NA NA
## 2471 NA NA NA 91.28205 NA NA 3.3424675
## 2511 78.29583 NA NA NA NA NA 2.6106306
## 152 NA NA NA NA NA NA -4.6773890
## 307 NA NA NA NA NA NA -2.7677858
## 414 NA NA NA NA NA NA -4.8324809
## 1185 NA 80.48518 NA 87.18158 NA NA -6.7093397
## 1331 77.81111 NA NA 87.30685 NA NA -5.1858389
## 1351 79.65000 NA NA 86.63333 NA NA -5.6977776
## 1565 53.20500 NA 42.90000 NA NA NA -5.0622224
## 1718 NA NA NA 73.90000 NA NA -5.2045455
## 1808 40.40000 NA 44.43750 NA NA NA -5.6187501
## 2013 80.84667 NA NA 86.83878 NA NA -2.5307423
## 2031 NA NA 56.45000 NA NA NA -4.7201571
## 2090 NA NA NA 86.44118 NA NA -8.6457284
## 598 77.49036 NA NA 81.96705 NA NA 6.4552378
## 1155 NA NA NA NA NA NA -8.0239997
## 13581 73.50000 NA NA 84.85714 NA NA -4.9660000
## 1533 NA NA NA 86.88378 NA NA -2.9690455
## 2025 73.80000 NA NA 88.31395 NA NA -2.1449441
## 2035 NA NA NA 87.46774 NA NA -5.4376353
## 2307 NA NA NA 85.86285 NA NA 9.2842203
## 2498 74.18750 NA NA 82.80862 NA NA 4.7652830
## 5321 78.42673 NA NA 84.12735 NA NA 5.2478820
## 975 77.46838 NA NA 83.71871 NA NA -4.7090592
## 1040 74.86111 NA NA 83.93169 NA NA 2.7078710
## 1214 NA NA NA NA NA NA -4.8705780
## 1612 NA NA NA NA NA NA -9.1167859
## 2006 NA NA NA NA NA NA -4.0483846
## 2338 NA NA NA 81.63636 NA NA 3.3437500
## 2504 80.06881 NA NA NA NA NA NA
## 2536 75.25000 NA NA 83.64286 NA NA 5.4825001
## 279 NA NA NA 85.05044 NA NA -5.1487035
## 351 NA NA NA NA NA NA -4.6355635
## 1336 NA NA NA 87.36667 NA NA -2.3524445
## 13492 NA NA NA 85.27708 NA NA -8.1850004
## 1356 NA NA NA NA NA NA -6.0134768
## 1417 NA NA NA 84.54545 NA NA -3.3485454
## 15091 NA NA NA 87.85714 NA NA -3.3066668
## 1542 NA NA NA NA NA NA NA
## 2055 82.18400 NA NA 88.44455 NA NA -5.4604782
## 2273 NA NA NA NA NA NA NA
## 2499 NA NA NA 87.63091 NA NA 9.0670369
## 2566 NA NA NA 88.25898 NA NA 7.4017422
## 51 74.83718 NA NA 80.13518 NA NA -7.6504101
## 365 NA NA NA NA NA NA -7.1210972
## 552 NA NA NA NA NA NA 0.5482774
## 630 NA NA NA NA NA NA 8.4841608
## 1493 NA NA NA NA NA NA -7.1958332
## 1506 NA NA NA NA NA NA -2.6719999
## 1514 NA NA NA NA NA NA NA
## 1925 NA NA NA NA NA NA -5.4034475
## 2349 NA NA NA NA NA NA 3.1058973
## 2413 NA NA NA 76.85000 NA NA 4.9540001
## 2629 NA NA NA 82.15417 NA NA NA
## 48 84.28687 NA NA NA NA NA NA
## 246 NA NA NA NA NA NA -11.1957399
## 1428 NA NA NA 89.27778 NA NA -4.5866665
## 14872 78.30000 NA NA 86.80270 NA NA -4.3045455
## 1503 NA NA NA NA NA NA -2.4082954
## 16981 NA NA NA 87.24146 NA NA -5.0807440
## 1700 NA NA NA NA NA NA -7.3126846
## 2169 61.90000 NA 62.40000 NA NA NA -3.3670777
## 2178 84.36522 NA NA 78.58462 NA NA -4.5779210
## 2626 NA NA NA 85.63605 NA NA 10.1914810
## 3951 NA NA NA 82.53656 NA NA -5.1562613
## 1270 81.06667 NA NA NA NA NA NA
## 1315 81.62043 NA NA 89.50000 NA NA -3.8456076
## 1381 NA NA NA 87.58182 NA NA -7.1242500
## 16531 58.30000 NA NA NA NA NA -6.0884998
## 1661 80.36000 NA NA 85.54810 NA NA -2.6310966
## 2027 83.31667 NA NA 89.53428 NA NA -5.4224570
## 2128 NA NA NA 85.89462 NA NA -5.5502430
## 1220 NA NA NA 86.75102 NA NA NA
## 1369 NA NA NA 71.75555 NA NA NA
## 1392 NA NA NA NA NA NA -5.1016668
## 1751 NA NA NA 89.10000 NA NA -5.8712534
## 1988 NA NA NA NA NA NA -2.9109696
## 2153 NA NA NA 79.76283 NA NA -1.7196584
## 2167 82.92364 NA NA 85.82031 NA NA -5.2870878
## 2437 76.00000 NA NA 79.08152 NA NA 4.5920001
## 2454 79.31470 NA NA 76.06818 NA NA 1.9194366
## 2578 NA NA NA NA NA NA NA
## 1097 73.35972 NA NA 84.62000 NA NA 0.4293128
## 1209 NA NA NA NA NA NA NA
## 1335 72.60000 NA NA 88.20000 NA NA -3.5541975
## 1975 83.15714 NA NA NA NA NA -3.4155763
## 2187 NA NA NA 84.94666 NA NA -5.2468330
## 2259 79.96666 NA NA NA NA NA -3.7417856
## 2341 NA NA NA 84.79091 NA NA 6.5095384
## 2453 NA NA NA 84.70000 NA NA 6.1480470
## 2522 80.50986 NA NA NA NA NA -0.5899061
## 574 71.31518 NA NA 78.60770 NA NA NA
## 590 NA NA NA 84.14214 NA NA 6.8317540
## 983 NA 80.31173 NA NA NA NA -3.8036766
## 1013 77.79737 NA NA 83.79441 NA NA 5.8859789
## 2076 NA NA 39.20000 NA NA NA -3.4570001
## 2158 NA NA NA NA NA NA -8.7330503
## 2177 NA NA NA 88.80000 NA NA NA
## 2324 NA NA NA NA NA NA 5.4110687
## 182 82.65959 NA NA 81.80261 NA NA NA
## 212 82.68449 NA NA 89.63360 NA NA -4.8602021
## 333 79.40380 NA NA 84.32088 NA NA -5.6788252
## 609 79.41834 NA NA 80.70217 NA NA 4.9361398
## 1162 81.00811 NA NA 87.26667 NA NA -2.5763830
## 1286 82.65695 NA NA NA NA NA -3.8599999
## 1426 81.29395 NA NA NA NA NA -1.9739286
## 1611 NA NA NA 88.94237 NA NA -7.4713188
## 1882 NA NA NA 83.31707 NA NA -7.3544272
## 1958 NA 89.42540 NA 89.16184 NA NA -7.6845044
## 2038 NA NA NA NA NA NA -6.8227129
## 2467 NA NA NA 89.90000 NA NA 4.6700001
## 756 76.75000 NA NA 80.08000 NA NA -5.7848149
## 780 NA 74.75724 NA 79.85273 NA NA -3.6689976
## 991 NA NA NA 87.67378 NA NA NA
## 1305 85.46189 NA NA 89.40789 NA NA -4.0978247
## 1373 NA NA NA NA NA NA 0.0887500
## 1459 NA NA NA 84.32927 NA NA -4.2187690
## 1594 46.47500 NA NA NA NA NA 0.5276190
## 1860 NA NA 53.62442 NA NA NA -3.8000000
## 613 NA NA NA 87.08589 NA NA 5.6250285
## 1108 74.22230 NA NA 86.21707 NA NA 0.8917548
## 2279 NA NA NA NA NA NA -3.8576887
## 2310 58.35000 NA NA NA NA NA 6.2427271
## 2333 77.22529 NA NA NA NA NA 5.2361349
## 2348 79.39007 NA NA 81.62903 NA NA NA
## 2372 NA NA NA 87.01772 NA NA NA
## 2526 NA NA NA NA NA NA NA
## 2574 NA NA NA NA NA NA 0.3098758
## 111 76.17540 NA NA 81.20189 NA NA -2.2736122
## 1438 85.37742 NA NA NA NA NA -5.0761365
## 15041 NA NA NA NA NA NA -4.5894735
## 1811 76.80000 NA NA NA NA NA -2.2400000
## 2092 NA NA NA 88.08947 NA NA -5.7008849
## 2131 NA NA 54.30000 NA NA NA -4.5458180
## 2410 85.57778 NA NA 87.35000 NA NA 3.9766668
## 2539 NA 84.30407 NA 84.19192 NA NA 6.0489725
## 1111 76.17540 NA NA 81.20189 NA NA -2.2736122
## 14381 85.37742 NA NA NA NA NA -5.0761365
## 15042 NA NA NA NA NA NA -4.5894735
## 18111 76.80000 NA NA NA NA NA -2.2400000
## 20921 NA NA NA 88.08947 NA NA -5.7008849
## 21311 NA NA 54.30000 NA NA NA -4.5458180
## 24101 85.57778 NA NA 87.35000 NA NA 3.9766668
## 25391 NA 84.30407 NA 84.19192 NA NA 6.0489725
## 529 NA NA NA NA NA NA 7.9031812
## 638 NA NA NA 84.56328 NA NA NA
## 951 NA NA NA NA NA NA -6.7616975
## 1505 82.67419 NA NA NA NA NA -2.8437662
## 1614 NA NA NA NA NA NA -1.9905781
## 1927 83.55384 NA NA 86.25185 NA NA -4.1064482
## 2481 77.82400 NA NA 87.43636 NA NA 6.1784714
## 2590 NA NA NA 86.64798 NA NA 4.4086602
## 467 NA NA NA 86.35191 NA NA -4.8928448
## FC_X_sc FS_X_sc FO_X_sc SI_X_sc SL_X_sc CU_X_sc
## 479 0.06457363 NA NA -9.480494 6.89160571 NA
## 532 -1.13283924 NA NA NA NA -3.6353088
## 1032 NA NA NA 8.850755 NA -1.7015699
## 1042 NA NA NA 10.859166 -1.70880005 NA
## 1047 NA NA NA NA -1.48833338 -3.0518182
## 1964 NA NA NA -10.202071 3.63665811 NA
## 2148 NA NA NA NA NA 4.0392668
## 2154 NA NA NA NA NA NA
## 2192 0.71265300 NA NA -10.825208 6.36250560 NA
## 2241 NA NA NA -9.691182 0.55241945 NA
## 447 NA -7.863948 NA -8.882976 -0.21399903 NA
## 490 1.08567317 NA NA 9.179093 NA NA
## 496 0.77219723 NA NA 9.262683 NA -6.3052506
## 923 NA NA NA -9.056528 3.84448284 NA
## 1038 NA NA NA 7.787206 NA -7.3474531
## 1960 NA NA NA NA NA NA
## 1984 NA -9.503600 NA -8.991100 6.91950560 NA
## 1996 NA NA NA NA NA NA
## 2009 2.90881856 NA NA -9.560720 NA NA
## 2051 NA NA NA -8.337518 4.46210197 NA
## 2085 NA -6.442756 NA -10.166128 2.94212541 1.7600911
## 342 NA NA NA -8.690279 3.16439627 NA
## 362 NA -5.192683 NA NA 1.26505718 NA
## 896 NA NA NA NA 3.13652171 5.6583335
## 1195 NA NA NA -8.489649 4.77502518 NA
## 1389 NA NA NA NA 3.07432703 NA
## 1393 NA NA NA NA NA 6.0690911
## 1463 NA NA NA NA 0.17311476 NA
## 1767 NA NA NA NA 3.39232145 NA
## 2587 NA NA NA 11.758189 -10.07232766 NA
## 2607 NA NA NA NA -3.06668317 NA
## 137 NA NA NA NA -1.54609733 3.6320961
## 258 NA NA NA NA 2.69704877 NA
## 377 NA NA NA -9.261600 -0.44668973 NA
## 1581 NA NA NA NA NA NA
## 1640 NA NA NA NA 4.37815777 6.5138889
## 2382 NA NA NA 9.208489 -0.56297777 0.3035052
## 2503 NA NA NA NA -4.45499992 -9.6336491
## 2622 NA NA NA NA NA -3.7266668
## 69 -1.50413716 NA NA NA 0.87248512 NA
## 136 NA NA NA -8.344835 4.90132716 3.2248118
## 1101 NA NA NA 9.011304 -0.74584866 NA
## 1268 NA NA NA -8.376438 NA NA
## 1279 NA NA NA -10.530144 -0.31234043 NA
## 1308 2.58086959 NA NA NA 5.39199982 NA
## 1324 NA NA NA NA -3.95749998 NA
## 1330 NA NA NA -7.171644 4.27551444 4.6252380
## 2104 NA NA NA NA -5.43183756 NA
## 2314 NA NA NA NA -3.37709685 NA
## 2381 NA NA NA 8.194468 -2.15556172 -3.1865000
## 55 NA NA NA -10.084506 8.28991523 6.0980761
## 1153 NA NA NA -9.658132 7.57563842 6.3400002
## 1439 NA NA NA NA 0.16583333 NA
## 1617 NA NA NA -9.238051 1.11732880 5.7996184
## 1653 NA NA NA NA NA -0.6500000
## 1737 NA NA NA -11.290000 -4.84369955 NA
## 1926 -0.18700000 NA NA -8.349550 NA 2.9205555
## 2300 NA NA NA -11.011316 2.38299999 3.8221668
## 238 NA NA NA -8.966091 7.17466674 5.8956275
## 1077 NA NA NA 5.835871 -7.46906207 -6.5394641
## 1159 2.65933329 NA NA -5.798750 3.11538461 NA
## 1253 NA NA NA NA -2.96833324 NA
## 1387 NA NA NA NA -3.87775499 NA
## 1450 NA NA NA -10.565000 NA NA
## 1915 NA NA NA NA 0.82416669 NA
## 2483 NA NA NA NA -2.49874997 NA
## 612 NA NA NA 7.540190 -1.87284447 -6.5111241
## 1229 NA NA NA NA NA NA
## 1231 -0.63954544 NA NA NA 0.41666667 2.6007693
## 1349 NA NA NA -10.940919 2.29736116 NA
## 1553 NA NA NA -9.292654 3.22028382 NA
## 1660 NA NA NA -10.472370 1.90449238 NA
## 1663 2.14829790 NA NA NA 4.70480292 NA
## 1959 NA NA NA NA NA NA
## 6121 NA NA NA 7.540190 -1.87284447 -6.5111241
## 12291 NA NA NA NA NA NA
## 12311 -0.63954544 NA NA NA 0.41666667 2.6007693
## 13491 NA NA NA -10.940919 2.29736116 NA
## 15531 NA NA NA -9.292654 3.22028382 NA
## 16601 NA NA NA -10.472370 1.90449238 NA
## 16631 2.14829790 NA NA NA 4.70480292 NA
## 19591 NA NA NA NA NA NA
## 476 -1.33310991 NA NA -10.970063 7.38754082 NA
## 527 NA NA NA 7.287790 -1.18017685 -3.4185755
## 576 -1.46900837 NA NA NA NA -5.7018589
## 2047 NA NA NA NA NA NA
## 2118 NA NA NA NA 0.73429375 7.7659402
## 2133 0.58707179 NA NA -9.263849 -0.41063189 NA
## 2134 NA NA NA NA NA NA
## 2139 NA NA NA NA 0.30289869 NA
## 2181 NA NA NA NA 0.96696508 NA
## 2190 1.35079139 NA NA NA 1.73054641 0.8241324
## 2205 1.99167761 NA NA NA 4.25282126 NA
## 2206 NA NA NA -8.594886 6.51209747 NA
## 758 1.38882595 -3.317143 NA NA 8.38289591 6.3095835
## 820 -3.44529861 NA NA -9.013801 8.20200012 5.5585605
## 1535 NA NA NA NA NA 1.7070185
## 1546 NA NA NA NA 0.71328468 1.2706000
## 1555 -1.05071975 NA NA -10.140983 NA NA
## 1618 0.05450000 NA NA -10.008181 6.80052667 NA
## 1684 NA NA NA NA 10.08249982 NA
## 1740 NA NA NA -8.990000 2.38436175 NA
## 1746 NA NA NA NA 8.58656216 NA
## 2515 NA NA NA 11.079321 -7.33735298 NA
## 2577 NA NA NA NA -2.91939614 NA
## 537 NA NA NA NA -2.82678092 NA
## 960 NA NA NA NA 0.82379364 NA
## 1068 1.90056610 NA NA NA NA -6.6413251
## 12531 NA NA NA NA -2.96833324 NA
## 1301 0.04613793 NA NA -11.428104 5.91707307 NA
## 1487 NA NA NA NA 5.22714296 5.5650001
## 1508 3.32789064 NA NA NA 1.66063294 NA
## 1735 NA NA NA -10.272692 1.23111110 6.1133334
## 2294 NA NA NA -7.306100 0.33245000 NA
## 805 NA NA NA -9.234210 NA 8.4259089
## 1563 1.12894741 NA NA NA NA NA
## 1576 NA NA NA NA NA NA
## 1578 NA -8.053731 NA NA 1.27999997 NA
## 1588 NA NA NA NA 3.72000003 5.9299998
## 1606 NA NA NA NA 6.86340296 NA
## 1644 NA NA NA NA NA 2.0400000
## 1650 -1.36222225 NA NA NA 8.19698370 NA
## 1655 NA NA NA NA NA NA
## 1679 NA NA NA NA 6.79725743 NA
## 1698 NA NA NA NA 0.87833336 NA
## 1712 NA NA NA NA NA NA
## 1722 NA NA NA -11.103611 5.51333341 NA
## 1745 NA NA NA -11.160139 2.24281088 NA
## 2562 NA NA NA NA -2.39490007 NA
## 366 0.36757033 NA NA NA 2.18271377 0.8727705
## 389 NA NA NA -9.928225 3.85743525 NA
## 424 NA NA NA -10.018788 0.16796630 7.8039673
## 1627 NA NA NA NA NA NA
## 1668 0.84341835 NA NA -7.865000 6.04900004 NA
## 2123 NA NA NA NA NA NA
## 2146 NA NA NA -9.594714 5.63375373 NA
## 21811 NA NA NA NA 0.96696508 NA
## 231 2.15419155 NA NA NA NA 6.4214585
## 592 NA NA NA 10.974662 -2.02765272 NA
## 813 NA NA NA NA 1.07000000 5.6599998
## 1088 0.99301726 NA NA NA NA -5.9970453
## 1449 NA NA NA -9.984138 0.89477401 NA
## 1670 NA NA NA -9.196520 2.22572871 NA
## 1945 NA -6.665439 NA -8.915022 6.81928347 NA
## 2306 NA NA NA NA NA -2.4449999
## 2527 0.48295080 NA NA 9.575562 -6.90954975 NA
## 340 2.70061017 NA NA -8.373565 8.34636409 NA
## 429 1.29082642 NA NA -8.254847 7.00696879 4.8821979
## 807 NA NA NA NA 1.41059623 3.7256250
## 9231 NA NA NA -9.056528 3.84448284 NA
## 1867 NA NA NA NA NA 3.0633332
## 1956 NA NA NA NA 10.34870292 7.3637918
## 2334 NA NA NA 6.955000 -1.76666673 -2.7149999
## 2450 NA NA NA 11.080648 -1.59408164 NA
## 372 NA NA NA NA 3.29049546 NA
## 412 -0.79439278 NA NA NA NA 5.5362404
## 775 2.08999991 NA NA NA 3.55097552 5.8430769
## 1358 NA NA NA NA 5.76000023 6.6199999
## 1448 NA NA NA -7.366423 1.53585499 NA
## 1899 -2.00666666 NA NA -11.068000 8.00842124 9.8599997
## 1939 NA NA NA NA NA -0.1512100
## 2302 NA NA NA 11.491153 -4.40444438 NA
## 347 NA NA NA -11.047113 1.37018498 NA
## 743 NA NA NA -10.499153 -1.53242619 1.4908861
## 1374 NA NA NA NA 0.35400000 NA
## 1376 NA NA NA -3.648000 2.49000001 0.6847058
## 14871 NA NA NA NA 5.22714296 5.5650001
## 1509 NA NA NA -6.065000 -2.02333323 NA
## 1874 NA NA NA NA NA NA
## 2270 NA NA NA NA 3.14285714 NA
## 711 NA NA NA -10.254800 2.26083462 NA
## 10421 NA NA NA 10.859166 -1.70880005 NA
## 1161 -0.35893938 NA NA NA NA NA
## 1235 NA NA NA NA 0.11895018 2.2876068
## 1300 NA NA NA NA NA NA
## 1320 NA NA NA NA 0.66329893 NA
## 2238 -0.40837571 NA NA -9.509354 4.85178824 NA
## 2569 -0.88959483 NA NA 8.958092 -8.72442598 NA
## 395 NA NA NA NA NA NA
## 1429 NA NA NA -11.430804 5.45492775 NA
## 1440 NA NA NA -9.480000 3.43249989 NA
## 1443 NA NA NA 8.170000 NA 1.0860417
## 1474 NA -7.284796 NA NA 5.21879476 NA
## 1501 NA NA NA NA 1.16525002 NA
## 1502 NA -5.980769 NA -10.392222 6.02637988 NA
## 1504 NA NA NA NA 7.44121205 NA
## 1516 1.92999995 NA NA NA NA 0.8592157
## 1922 NA NA NA NA 2.41774184 NA
## 222 NA NA NA NA 2.95963834 4.8670002
## 4791 0.06457363 NA NA -9.480494 6.89160571 NA
## 1254 NA NA NA -9.513536 1.48400007 6.5087497
## 1343 NA NA NA NA -2.40499997 2.7300000
## 1671 NA -9.258479 NA -9.820563 0.36405064 NA
## 1705 NA -6.793030 NA -8.546666 0.75333333 3.9372729
## 1719 NA NA NA -10.133606 -0.19311321 NA
## 1830 NA NA NA NA 0.97653844 NA
## 1172 NA NA NA NA 3.89254910 6.5072729
## 11951 NA NA NA -8.489649 4.77502518 NA
## 1311 NA NA NA -6.910857 7.79297056 7.0321127
## 1313 NA NA NA -7.473191 2.45231414 NA
## 1353 3.21785709 NA NA -10.755000 NA NA
## 1360 NA NA NA -10.427647 NA 6.3018750
## 1895 NA NA NA NA 0.31525862 NA
## 1983 NA NA NA NA NA NA
## 2248 NA NA NA NA 6.69422132 NA
## 2357 NA NA NA NA -0.30420000 -2.8699999
## 226 NA NA NA NA 0.51676562 NA
## 480 1.75299132 NA NA NA 4.90271255 NA
## 845 NA NA NA -9.902070 -0.34629229 3.0242409
## 1552 NA NA NA -10.623334 0.33155556 NA
## 1609 NA NA NA -10.797602 0.55928572 5.5847126
## 1703 NA NA NA NA NA -5.5949998
## 1728 NA -6.826688 NA -10.312500 -0.23028573 NA
## 2145 NA NA NA NA 2.12831766 NA
## 249 NA NA NA NA 3.77250236 2.4071602
## 251 NA NA NA -9.513785 0.92398812 6.1288825
## 506 2.68860021 NA NA NA NA 2.3436378
## 556 NA NA NA 8.933243 -1.46005642 NA
## 1208 NA NA NA -11.507195 6.79502567 NA
## 1283 NA NA NA NA 3.16335885 NA
## 1284 NA -7.660000 NA NA 2.27208328 5.5348950
## 2345 NA NA NA 10.264901 -2.93987423 NA
## 2565 NA NA NA 8.730120 -0.08813161 NA
## 317 1.69748967 NA NA -10.178449 9.64485467 NA
## 335 NA NA NA NA 4.41154642 NA
## 663 NA NA NA 10.723154 NA -7.3888480
## 1333 2.48000002 NA NA -10.252925 4.53266297 NA
## 1475 NA NA NA NA 0.88882351 NA
## 19961 NA NA NA NA NA NA
## 2113 NA NA NA NA 2.42597749 2.2201116
## 2368 NA NA NA 10.640396 -7.47779397 NA
## 22 -0.08012361 NA NA NA 6.59780019 NA
## 63 NA NA NA NA NA NA
## 168 NA NA NA -7.031087 3.91434462 NA
## 174 0.62331435 NA NA NA NA 4.4266854
## 673 -2.01806819 NA NA NA -1.41685399 -1.5394887
## 1177 NA NA NA -9.808941 1.92242432 NA
## 1180 NA NA NA NA NA NA
## 1260 NA NA NA NA 4.12079987 NA
## 1744 NA NA NA -11.140274 1.09917524 NA
## 1759 NA NA NA -9.910000 3.66631772 8.2296002
## 2222 NA NA NA -10.114152 0.61492041 NA
## 2362 NA NA NA 6.332105 NA -2.1445284
## 2530 NA NA NA NA -9.99026329 -6.1900001
## 2600 NA NA NA 10.526028 -0.44406897 NA
## 2641 NA NA NA NA -0.26992699 NA
## 7581 1.38882595 -3.317143 NA NA 8.38289591 6.3095835
## 1178 NA NA NA -10.937932 8.25200407 NA
## 1287 -0.59142855 NA NA NA 4.98546672 1.7157778
## 1445 NA NA NA NA -2.74062490 NA
## 19561 NA NA NA NA 10.34870292 7.3637918
## 2229 NA NA NA NA 1.41129628 NA
## 2246 NA NA NA -11.046364 1.25895259 NA
## 2312 -1.33187497 NA NA 7.664681 NA NA
## 2412 NA NA NA NA -0.61732397 NA
## 173 NA NA NA NA 1.65302414 2.9762119
## 315 NA NA NA NA 2.24191726 NA
## 376 NA NA NA NA NA NA
## 1630 NA NA NA NA NA NA
## 1646 NA NA NA -9.564084 5.93854184 NA
## 1683 NA -5.839158 NA -7.194193 0.93140626 NA
## 1891 NA NA NA -10.019173 1.60704543 NA
## 1930 -1.25860574 NA NA -8.103614 3.70576647 NA
## 2007 NA NA NA -9.099295 3.38961557 NA
## 2252 NA NA NA -9.542527 4.99377384 NA
## 2471 NA NA NA NA -6.13637928 NA
## 2511 NA NA NA NA -2.25021281 -8.6820831
## 152 NA NA NA -8.529147 4.58190010 NA
## 307 NA NA NA -7.137319 8.30210428 NA
## 414 -1.30430313 NA NA -9.848575 2.27236254 NA
## 1185 1.82333332 NA NA NA NA NA
## 1331 -2.29549297 NA NA -9.832338 NA 7.1811853
## 1351 NA NA NA NA 0.61000001 2.8450000
## 1565 NA NA NA NA 3.01999998 8.0589996
## 1718 NA NA NA NA NA NA
## 1808 NA NA NA NA NA 2.2900000
## 2013 NA NA NA -7.855930 2.83423661 8.7848705
## 2031 NA NA NA NA NA NA
## 2090 NA NA NA -12.287734 -3.37810292 NA
## 598 1.62618824 NA NA NA NA -5.1232549
## 1155 NA NA NA -10.214167 3.54532623 NA
## 13581 NA NA NA NA 5.76000023 6.6199999
## 1533 2.41307133 NA NA NA 2.65116279 NA
## 2025 2.02412094 NA NA -7.626023 3.39496761 6.4960699
## 2035 NA NA NA NA -0.44650854 NA
## 2307 NA NA NA 11.650530 -0.82770334 NA
## 2498 -1.51015149 NA NA NA NA -2.9931250
## 5321 -1.13283924 NA NA NA NA -3.6353088
## 975 NA NA NA NA 5.90894944 4.6765483
## 1040 NA NA NA 7.140135 NA -4.4775001
## 1214 0.54655736 NA NA NA 9.36384622 NA
## 1612 NA NA NA NA NA NA
## 2006 NA NA NA NA NA NA
## 2338 -0.58493332 NA NA 8.699375 -0.28000001 NA
## 2504 NA NA NA 9.677955 NA -9.8933027
## 2536 NA NA NA NA -6.84235292 -6.9299998
## 279 NA NA NA NA 5.62802753 NA
## 351 1.86851183 -8.168405 NA NA NA NA
## 1336 NA NA NA NA 2.31519230 NA
## 13492 NA NA NA -10.940919 2.29736116 NA
## 1356 NA -6.317047 NA NA 0.94754629 NA
## 1417 NA NA NA -6.893871 1.29274510 NA
## 15091 NA NA NA -6.065000 -2.02333323 NA
## 1542 4.48024725 NA NA -2.797040 2.26526718 NA
## 2055 NA NA NA -9.579909 2.44644664 3.6974721
## 2273 NA NA NA -9.886880 6.16449992 NA
## 2499 NA NA NA 11.465693 -4.46821908 NA
## 2566 2.47164011 NA NA 10.435500 0.14090889 NA
## 51 0.18223184 NA NA -10.085077 NA 2.8133855
## 365 NA -3.619733 NA -10.005456 0.01158037 NA
## 552 NA 4.214800 NA NA -3.62510772 NA
## 630 -0.38590261 NA NA 10.871775 -4.62109985 NA
## 1493 NA NA NA NA 6.03199997 NA
## 1506 1.32467209 NA NA NA 3.26200643 NA
## 1514 -3.00999999 NA NA NA -2.86333338 NA
## 1925 NA -5.227175 NA -11.093333 3.53166654 NA
## 2349 NA NA NA 6.780000 -6.10095451 NA
## 2413 NA NA NA 6.856154 NA NA
## 2629 NA NA NA 10.428478 -6.31152456 NA
## 48 NA NA NA -6.946701 NA 5.6435369
## 246 NA NA NA -11.430423 5.73947656 NA
## 1428 NA NA NA NA NA NA
## 14872 NA NA NA NA 5.22714296 5.5650001
## 1503 NA NA NA -7.865748 0.22847059 NA
## 16981 NA NA NA NA 0.87833336 NA
## 1700 NA NA NA -8.248775 2.90073169 NA
## 2169 NA NA NA NA NA 1.3628600
## 2178 NA NA NA NA 0.86938832 4.0984782
## 2626 NA NA NA NA -0.94429094 NA
## 3951 NA NA NA NA NA NA
## 1270 0.09352941 NA NA NA 1.93999999 5.6916669
## 1315 NA NA NA NA NA -0.3788172
## 1381 NA NA NA NA 4.08388901 NA
## 16531 NA NA NA NA NA -0.6500000
## 1661 NA NA NA -9.989242 3.17254555 6.0919998
## 2027 NA NA NA NA 2.61690260 2.9208333
## 2128 NA NA NA NA 6.76144941 NA
## 1220 NA NA NA -10.867605 -1.53199997 NA
## 1369 NA NA NA NA -3.47555563 NA
## 1392 NA NA NA -9.025949 -1.15135514 NA
## 1751 NA NA NA NA 1.11821196 NA
## 1988 NA NA NA -7.973563 8.07968429 NA
## 2153 NA NA NA NA 3.77438489 NA
## 2167 NA NA NA NA NA 1.3793018
## 2437 NA NA NA NA -0.88944446 -1.5057143
## 2454 NA NA NA 5.895833 -3.23000002 -3.3897059
## 2578 -0.17930360 NA NA 7.647202 NA NA
## 1097 NA 5.691840 NA 5.389125 -2.49110345 -1.9582085
## 1209 NA NA NA -7.878182 12.36583328 NA
## 1335 NA NA NA NA 5.11779322 4.8099999
## 1975 NA NA NA NA -0.91700269 0.1561836
## 2187 0.04228033 NA NA NA 6.46345811 NA
## 2259 NA NA NA NA 3.72203714 4.5864000
## 2341 NA NA NA NA -2.91256755 NA
## 2453 NA NA NA 9.011983 0.67034843 NA
## 2522 NA NA NA NA -5.08728404 -4.6305632
## 574 -0.13930778 NA NA 9.065766 NA -7.8479489
## 590 NA NA NA NA -2.10829259 NA
## 983 NA -4.409095 NA -7.643125 0.09367520 NA
## 1013 -0.63792621 NA NA 8.931852 NA -4.7433062
## 2076 NA NA NA NA NA NA
## 2158 NA NA NA -11.881850 0.12076929 NA
## 2177 NA NA NA -11.157609 0.15938835 NA
## 2324 NA NA NA -9.770000 0.16671511 NA
## 182 1.83493752 NA NA -5.814555 4.57314969 3.1584851
## 212 -0.61352085 NA NA -8.681308 NA 3.5967703
## 333 NA NA NA -10.038546 2.82076603 4.0392567
## 609 NA NA NA NA NA -3.8253008
## 1162 2.19308406 NA NA -8.523860 NA 6.8816217
## 1286 NA NA NA -9.046632 1.00561287 3.8815230
## 1426 NA NA NA -5.655500 NA 5.0909999
## 1611 NA NA NA -10.394395 1.84196431 NA
## 1882 NA NA NA NA 7.97885572 NA
## 1958 NA NA NA -10.343422 2.82480455 NA
## 2038 NA -5.585876 NA NA 0.83022756 NA
## 2467 NA NA NA 10.353023 1.07259843 NA
## 756 NA NA NA NA 3.13222228 5.8249998
## 780 NA NA NA NA 2.99283462 NA
## 991 NA NA NA -7.856512 1.44407379 NA
## 1305 NA NA NA NA 1.43333340 0.8537568
## 1373 NA NA NA NA NA NA
## 1459 0.88360001 NA NA NA 1.58922082 NA
## 1594 NA NA NA NA NA 5.7674999
## 1860 NA NA NA NA NA NA
## 613 NA NA NA 9.350246 -3.42812990 NA
## 1108 NA NA NA 6.097165 -3.50239997 -5.0040419
## 2279 NA NA NA NA 1.94617996 NA
## 2310 NA NA NA NA NA -3.8025000
## 2333 NA NA NA 8.105000 NA -1.1209195
## 2348 NA NA NA 9.758869 NA -7.7723406
## 2372 NA NA NA 9.608276 -5.41280630 NA
## 2526 NA NA NA 10.192667 -0.41714287 NA
## 2574 -2.09900578 NA NA 7.318433 -4.76671560 NA
## 111 NA NA NA -6.400908 3.57979454 4.0611536
## 1438 NA NA NA -9.045846 0.86326529 4.8060485
## 15041 NA NA NA NA 7.44121205 NA
## 1811 NA NA NA 7.670000 NA -2.9749999
## 2092 -2.51683719 NA NA -9.426447 7.13238089 NA
## 2131 NA NA NA NA NA NA
## 2410 NA NA NA NA NA -1.1122222
## 2539 NA NA NA NA NA NA
## 1111 NA NA NA -6.400908 3.57979454 4.0611536
## 14381 NA NA NA -9.045846 0.86326529 4.8060485
## 15042 NA NA NA NA 7.44121205 NA
## 18111 NA NA NA 7.670000 NA -2.9749999
## 20921 -2.51683719 NA NA -9.426447 7.13238089 NA
## 21311 NA NA NA NA NA NA
## 24101 NA NA NA NA NA -1.1122222
## 25391 NA NA NA NA NA NA
## 529 NA NA NA NA NA NA
## 638 NA NA NA 10.324194 -1.09987793 NA
## 951 1.27618885 -9.128482 NA NA 3.95001798 NA
## 1505 NA NA NA NA NA 1.6670968
## 1614 2.52058830 NA NA NA 2.86771436 NA
## 1927 0.07592487 NA NA -8.086528 NA 4.9184614
## 2481 NA NA NA NA -8.92342696 -7.0428003
## 2590 -2.37090783 NA NA NA NA NA
## 467 NA NA NA NA 2.95735703 NA
## KC_X_sc EP_X_sc CH_X_sc SC_X_sc KN_X_sc FA_Z_sc FC_Z_sc
## 479 NA NA -9.150629 NA NA 8.781028 4.0358341
## 532 NA NA 5.573913 NA NA 11.469296 3.4124392
## 1032 NA NA 7.814753 NA NA NA NA
## 1042 NA NA 10.388182 NA NA 7.051765 NA
## 1047 NA NA 5.028500 NA NA 10.452683 NA
## 1964 NA NA -7.663469 NA NA 9.615192 NA
## 2148 NA -1.6521182 NA NA NA 5.970944 NA
## 2154 NA -5.3647701 NA NA NA 12.666875 NA
## 2192 NA NA -9.285506 NA NA NA 4.5687052
## 2241 NA NA -11.517757 NA NA 6.684765 NA
## 447 NA NA NA NA NA 8.551237 NA
## 490 -4.0361935 NA 9.084586 NA NA 7.535780 4.8773340
## 496 NA NA 8.714021 NA NA 9.144804 5.9214128
## 923 2.4729249 NA -7.102950 NA NA 10.194482 NA
## 1038 NA NA 7.675648 NA NA 5.873796 NA
## 1960 NA -0.3487900 NA NA NA NA NA
## 1984 NA NA NA NA NA 7.826854 NA
## 1996 NA -2.4686636 NA NA NA 5.087817 NA
## 2009 NA NA -8.620500 NA NA 8.981625 3.5148556
## 2051 NA NA NA NA NA 1.469851 NA
## 2085 NA NA NA NA NA 9.255415 NA
## 342 NA NA -7.828151 NA NA 7.961339 NA
## 362 NA NA NA NA NA 10.072837 NA
## 896 NA NA -6.514000 NA NA 11.718556 NA
## 1195 NA NA -8.617619 NA NA 8.271770 NA
## 1389 NA NA NA NA NA 9.689910 NA
## 1393 NA NA NA NA NA 10.205238 NA
## 1463 NA NA -5.322411 NA NA 11.535000 NA
## 1767 NA NA -6.127500 NA NA 12.106486 NA
## 2587 NA NA NA NA NA NA NA
## 2607 NA NA 8.138400 NA NA 8.470144 NA
## 137 NA NA -10.725090 NA NA 10.962865 NA
## 258 3.0282029 NA -8.677791 NA NA 10.541919 NA
## 377 NA NA -7.379315 NA NA 7.654872 NA
## 1581 NA -2.2972000 NA NA NA 8.129630 NA
## 1640 NA NA NA NA NA 10.676909 NA
## 2382 NA NA NA NA NA 9.141176 NA
## 2503 NA NA NA NA NA 12.334218 NA
## 2622 NA NA 5.513475 NA NA 10.101539 NA
## 69 NA NA NA NA NA 9.514315 6.8404435
## 136 NA NA -9.861467 NA NA 8.949117 NA
## 1101 NA NA 7.747807 NA NA 8.142084 NA
## 1268 2.9535663 NA -7.379844 NA NA 9.619490 NA
## 1279 NA NA -10.511776 NA NA 8.914451 NA
## 1308 3.6978410 NA NA NA NA 10.012330 6.4365214
## 1324 NA NA NA NA NA NA NA
## 1330 NA NA -6.433894 NA NA 10.292402 NA
## 2104 NA NA -8.057550 NA NA NA NA
## 2314 NA NA NA NA NA 10.990238 NA
## 2381 NA NA NA NA NA 9.309794 NA
## 55 NA NA -9.378483 NA NA 8.109108 NA
## 1153 NA NA -9.528571 NA NA 2.774351 NA
## 1439 NA NA NA NA NA 10.298393 NA
## 1617 NA NA -8.927222 NA NA 10.157756 NA
## 1653 NA NA NA NA NA 10.768500 NA
## 1737 NA NA -10.871027 NA NA 7.701418 NA
## 1926 NA NA -9.575774 NA NA 10.117421 6.3930001
## 2300 NA NA NA NA NA 8.948367 NA
## 238 NA NA -8.929589 NA NA 8.677804 NA
## 1077 NA NA 6.871892 NA NA 7.375402 NA
## 1159 NA NA NA NA NA 8.858889 2.5779999
## 1253 NA NA NA NA NA NA NA
## 1387 NA NA -10.101351 NA NA 8.757955 NA
## 1450 NA NA -10.905556 NA NA 8.831200 NA
## 1915 NA NA -4.440000 NA NA 9.759138 NA
## 2483 NA NA NA NA NA 7.081250 NA
## 612 NA NA 7.474927 NA NA 9.677351 NA
## 1229 NA NA NA NA NA 6.107941 NA
## 1231 NA NA -9.477500 NA NA 10.609375 6.2227270
## 1349 NA NA -10.454524 NA NA 3.102500 NA
## 1553 NA NA -8.006667 NA NA 9.656613 NA
## 1660 NA NA -4.810000 NA NA 8.474054 NA
## 1663 NA NA -8.025144 NA NA 10.575315 2.3821276
## 1959 NA -3.8553832 NA NA NA 10.262350 NA
## 6121 NA NA 7.474927 NA NA 9.677351 NA
## 12291 NA NA NA NA NA 6.107941 NA
## 12311 NA NA -9.477500 NA NA 10.609375 6.2227270
## 13491 NA NA -10.454524 NA NA 3.102500 NA
## 15531 NA NA -8.006667 NA NA 9.656613 NA
## 16601 NA NA -4.810000 NA NA 8.474054 NA
## 16631 NA NA -8.025144 NA NA 10.575315 2.3821276
## 19591 NA -3.8553832 NA NA NA 10.262350 NA
## 476 NA NA -10.425760 NA NA 6.954498 3.6737079
## 527 NA NA NA NA NA 8.909371 NA
## 576 NA NA 4.434944 NA NA 10.035540 3.0002995
## 2047 NA NA NA NA NA 6.929171 NA
## 2118 NA NA -10.244358 NA NA 7.614488 NA
## 2133 NA NA -10.168970 NA NA 8.731528 3.2816411
## 2134 NA NA NA NA NA 10.081546 NA
## 2139 NA NA -1.196720 NA NA 11.630964 NA
## 2181 NA NA NA NA NA 9.791100 NA
## 2190 NA NA -6.381270 NA NA 9.312946 3.0662857
## 2205 NA NA NA NA NA 7.820100 5.8752180
## 2206 NA NA -9.305366 NA NA 7.152196 NA
## 758 NA NA NA NA NA 9.134916 2.5801214
## 820 NA NA -8.523018 NA NA NA 7.4447759
## 1535 NA NA NA NA NA 11.057966 NA
## 1546 NA NA NA NA NA 11.003153 NA
## 1555 NA NA -9.433208 NA NA 8.928844 4.2428029
## 1618 NA NA NA NA NA 6.901250 5.0770000
## 1684 5.2528168 NA NA NA NA 10.262224 NA
## 1740 NA NA -5.201667 NA NA 8.554000 NA
## 1746 NA NA -8.858000 NA NA 9.963750 NA
## 2515 NA NA NA NA NA NA NA
## 2577 NA NA 9.537970 NA NA 10.224125 NA
## 537 NA NA 6.104957 NA NA 7.302373 NA
## 960 1.5894142 NA -4.197263 NA NA 11.048651 NA
## 1068 NA NA 8.590532 NA NA 7.731818 5.8656605
## 12531 NA NA NA NA NA NA NA
## 1301 NA NA -8.495000 NA NA 6.680000 4.5436553
## 1487 NA NA -5.421622 NA NA 10.030363 NA
## 1508 NA NA NA NA NA 13.125366 6.6003127
## 1735 NA NA -10.294167 NA NA 7.935312 NA
## 2294 NA NA NA NA NA 9.649857 NA
## 805 NA NA -8.980527 NA NA 8.695652 NA
## 1563 4.2176001 NA -5.102283 NA NA 10.138657 2.3021054
## 1576 NA NA NA NA NA 9.960833 NA
## 1578 NA NA NA NA NA 8.158261 NA
## 1588 NA NA NA NA NA NA NA
## 1606 9.2150002 NA -9.907954 NA NA 10.229006 NA
## 1644 NA NA NA NA NA 10.504627 NA
## 1650 NA NA NA NA NA 9.888209 4.9944445
## 1655 NA NA NA NA NA 6.080000 NA
## 1679 NA NA -10.011290 NA NA 9.640234 NA
## 1698 NA NA -8.524878 NA NA 10.169008 NA
## 1712 NA -1.0011765 NA NA NA 9.841667 NA
## 1722 NA NA -9.641428 NA NA 5.430952 NA
## 1745 NA NA -11.462857 NA NA 2.781667 NA
## 2562 NA NA 5.024736 NA NA 9.194981 NA
## 366 NA NA -7.976223 NA NA 9.306317 7.5151920
## 389 NA NA -10.174278 NA NA 9.373143 NA
## 424 NA NA NA NA NA NA NA
## 1627 NA 1.0133333 NA NA NA 8.938889 NA
## 1668 3.7155556 NA -7.150000 NA NA 10.384810 8.4988266
## 2123 NA NA NA NA NA 9.817150 NA
## 2146 NA NA -6.430055 NA NA 9.462277 NA
## 21811 NA NA NA NA NA 9.791100 NA
## 231 NA NA -7.545797 NA NA 9.836710 3.6850273
## 592 NA NA 10.592851 NA NA 6.864302 NA
## 813 NA NA -2.212857 NA NA 7.533158 NA
## 1088 NA NA 9.442974 NA NA 11.041593 4.6074997
## 1449 NA NA -10.901726 NA NA 9.638176 NA
## 1670 NA NA -7.123121 NA NA 9.590918 NA
## 1945 NA NA NA NA NA 7.525767 NA
## 2306 NA NA 8.040000 NA NA 6.921539 NA
## 2527 NA NA 9.472541 NA NA NA 2.0386885
## 340 NA NA NA NA NA 8.388322 2.7303122
## 429 NA NA -7.731199 NA NA 9.284637 4.8610721
## 807 NA NA -7.894026 NA NA 9.787960 NA
## 9231 2.4729249 NA -7.102950 NA NA 10.194482 NA
## 1867 NA NA -8.867333 NA NA 7.893637 NA
## 1956 NA NA -8.513850 NA NA 11.057972 NA
## 2334 NA NA NA NA NA 10.148572 NA
## 2450 NA NA 7.550890 NA NA 6.618939 NA
## 372 7.3740542 NA NA NA NA 7.729065 NA
## 412 NA NA -8.647297 NA NA 10.537400 6.8793853
## 775 NA NA -3.998182 NA NA 7.210526 3.8399999
## 1358 NA NA -7.580000 NA NA 10.364000 NA
## 1448 NA NA -10.564308 NA NA 9.240000 NA
## 1899 NA NA -10.853334 NA NA 9.580000 5.4633331
## 1939 NA 1.2083333 NA NA NA 8.815812 NA
## 2302 NA NA NA NA NA 9.012500 NA
## 347 NA NA NA NA NA 6.197979 NA
## 743 NA NA -9.822679 NA NA 8.118518 NA
## 1374 NA NA NA NA NA 9.195556 NA
## 1376 NA NA -6.310000 NA NA 10.772537 NA
## 14871 NA NA -5.421622 NA NA 10.030363 NA
## 1509 NA NA -7.108571 NA NA 10.773846 NA
## 1874 NA -4.8078947 NA NA NA 7.722857 NA
## 2270 NA NA -8.560537 NA NA 11.148554 NA
## 711 5.3080860 NA -9.611663 NA NA 10.491136 NA
## 10421 NA NA 10.388182 NA NA 7.051765 NA
## 1161 1.3964463 NA NA NA NA 7.788667 6.4688336
## 1235 NA NA NA NA NA 10.452819 NA
## 1300 NA NA NA NA NA 7.478000 NA
## 1320 NA NA -8.761236 NA NA 9.178035 NA
## 2238 NA NA -8.520117 NA NA NA 3.8827572
## 2569 NA NA 8.854250 NA NA 6.572738 0.6721078
## 395 NA NA -9.458655 NA NA 11.761582 NA
## 1429 NA NA -9.326818 NA NA 1.833636 NA
## 1440 NA NA NA NA NA 8.610000 NA
## 1443 NA NA -9.088786 NA NA 11.512923 NA
## 1474 NA NA NA NA NA 8.412486 NA
## 1501 NA NA -9.525484 NA NA 6.719407 NA
## 1502 NA NA NA NA NA 6.620476 NA
## 1504 NA NA NA NA NA 9.470000 NA
## 1516 NA NA NA NA NA 9.552953 7.7800002
## 1922 NA NA NA NA NA 10.068082 NA
## 222 NA NA -6.895219 NA NA 9.974101 NA
## 4791 NA NA -9.150629 NA NA 8.781028 4.0358341
## 1254 NA NA -8.450000 NA NA 10.016714 NA
## 1343 NA NA NA NA NA NA NA
## 1671 NA NA NA NA NA NA NA
## 1705 NA NA NA NA NA 10.225403 NA
## 1719 NA NA NA NA NA 9.220909 NA
## 1830 NA NA -6.951333 NA NA 10.364489 NA
## 1172 NA NA NA NA NA 9.240889 NA
## 11951 NA NA -8.617619 NA NA 8.271770 NA
## 1311 NA NA NA NA NA 5.831551 NA
## 1313 NA NA -6.006984 NA NA 10.012436 NA
## 1353 NA NA -10.465063 NA NA 8.660450 1.5707143
## 1360 NA NA -8.812500 NA NA 5.970000 NA
## 1895 NA NA -6.580555 NA NA 10.544729 NA
## 1983 NA 4.5759761 NA NA NA 8.346530 NA
## 2248 NA NA -8.782600 NA NA 8.203936 NA
## 2357 NA NA 10.690588 NA NA 8.461687 NA
## 226 NA NA -6.864377 NA NA 9.961509 NA
## 480 NA NA -8.647807 NA NA 9.417595 3.6467022
## 845 NA NA -9.262397 NA NA 9.164028 NA
## 1552 NA NA -6.970000 NA NA 8.224923 NA
## 1609 NA NA -11.189868 NA NA 7.808850 NA
## 1703 NA NA NA NA 1.072857 7.182500 NA
## 1728 NA NA NA NA NA 9.166889 NA
## 2145 NA NA -9.460600 NA NA 7.909833 NA
## 249 NA NA -9.117382 NA NA 9.104924 NA
## 251 NA NA NA NA NA 9.303070 NA
## 506 NA NA NA NA NA 10.782009 6.7975573
## 556 NA NA 7.819861 NA NA 8.394681 NA
## 1208 NA NA -12.333393 NA NA 6.600000 NA
## 1283 NA NA NA NA NA 8.856125 NA
## 1284 NA NA NA NA NA 8.996280 NA
## 2345 NA NA 11.418252 NA NA 3.170241 NA
## 2565 NA NA NA NA NA 9.277572 NA
## 317 NA NA -9.346519 NA NA 7.434984 3.1384168
## 335 NA NA NA NA NA 10.359538 NA
## 663 NA NA 8.918895 NA NA 5.729233 NA
## 1333 NA NA -8.050000 NA NA 10.461072 8.2399998
## 1475 NA NA -6.537273 NA NA 9.073600 NA
## 19961 NA -2.4686636 NA NA NA 5.087817 NA
## 2113 NA NA NA NA NA 10.922874 NA
## 2368 NA NA 9.919565 NA NA NA NA
## 22 2.8793676 NA NA NA NA NA 10.8210984
## 63 6.2333943 NA NA NA NA 9.766305 NA
## 168 NA NA -8.729221 NA NA 10.953235 NA
## 174 NA NA NA NA NA 11.132362 5.7395800
## 673 NA NA 5.579328 NA NA 10.826123 2.5590749
## 1177 NA NA -9.890781 NA NA 8.708614 NA
## 1180 4.9722692 NA NA NA NA 8.272616 NA
## 1260 NA NA -8.743381 NA NA 9.286531 NA
## 1744 NA NA NA NA NA 11.006078 NA
## 1759 NA NA -8.741163 NA NA 10.780367 NA
## 2222 NA NA NA NA NA NA NA
## 2362 NA NA 3.505753 NA NA 10.506053 NA
## 2530 NA NA NA NA NA 7.571970 NA
## 2600 NA NA 10.369900 NA NA 8.490296 NA
## 2641 NA NA 7.317607 NA NA 9.641259 NA
## 7581 NA NA NA NA NA 9.134916 2.5801214
## 1178 NA NA -10.340000 NA NA 5.757429 NA
## 1287 NA NA -7.721159 NA NA 11.870640 6.0399998
## 1445 NA NA -6.680000 NA NA NA NA
## 19561 NA NA -8.513850 NA NA 11.057972 NA
## 2229 NA NA -8.790494 NA NA 8.307517 NA
## 2246 NA NA -9.840083 NA NA 7.117467 NA
## 2312 -3.8469230 NA 6.138044 NA NA 9.422778 1.7981250
## 2412 NA NA 8.013760 NA NA 10.030962 NA
## 173 NA NA -7.955656 NA NA 10.333460 NA
## 315 NA NA -9.017524 NA NA 10.373495 NA
## 376 3.0407815 NA NA NA NA 10.822970 NA
## 1630 NA -0.2462500 NA NA NA 9.265000 NA
## 1646 NA NA -8.817500 NA NA 7.758056 NA
## 1683 NA NA NA NA NA NA NA
## 1891 NA NA -11.140000 NA NA 10.083333 NA
## 1930 NA NA -9.983322 NA NA NA 4.4530287
## 2007 NA NA NA NA NA 2.759730 NA
## 2252 NA NA -6.587025 NA NA NA NA
## 2471 NA NA 8.154872 NA NA 7.675844 NA
## 2511 NA NA NA NA NA 7.620360 NA
## 152 NA NA NA NA NA 7.184037 NA
## 307 NA NA NA NA NA 4.044169 NA
## 414 NA NA NA NA NA 7.707821 6.6045837
## 1185 4.7362965 NA -8.601974 NA NA 10.178922 1.5522223
## 1331 NA NA -9.582055 NA NA 8.667181 5.8290609
## 1351 NA NA -8.430000 NA NA 9.517778 NA
## 1565 NA 0.7800000 NA NA NA 9.275556 NA
## 1718 NA NA -6.340000 NA NA 9.025758 NA
## 1808 NA -4.0291665 NA NA NA 9.633750 NA
## 2013 NA NA -7.810725 NA NA 8.985479 NA
## 2031 NA -2.5055863 NA NA NA 6.030014 NA
## 2090 NA NA -11.377294 NA NA 8.014200 NA
## 598 NA NA 9.276252 NA NA 7.760864 4.3997871
## 1155 NA NA NA NA NA 4.631765 NA
## 13581 NA NA -7.580000 NA NA 10.364000 NA
## 1533 NA NA -7.166216 NA NA 9.809182 3.4060000
## 2025 NA NA -7.657923 NA NA 10.603353 4.0165670
## 2035 NA NA -6.251097 NA NA 10.124257 NA
## 2307 NA NA 12.341528 NA NA 5.792248 NA
## 2498 NA NA 7.894483 NA NA 10.626226 3.0353031
## 5321 NA NA 5.573913 NA NA 11.469296 3.4124392
## 975 NA NA -10.260307 NA NA 9.371486 NA
## 1040 NA NA 7.089789 NA NA 9.288194 NA
## 1214 NA NA NA NA NA 10.699653 4.0788525
## 1612 NA NA NA NA NA 8.964286 NA
## 2006 NA NA NA NA NA 9.502577 NA
## 2338 NA NA 7.065227 NA NA 6.422500 3.4492000
## 2504 NA NA NA NA NA NA NA
## 2536 NA NA 8.505714 NA NA 8.628333 NA
## 279 NA NA -9.797321 NA NA 10.700194 NA
## 351 NA NA NA NA NA 10.385096 3.2450436
## 1336 NA NA -7.123334 NA NA 10.291555 NA
## 13492 NA NA -10.454524 NA NA 3.102500 NA
## 1356 NA NA NA NA NA 9.752629 NA
## 1417 NA NA -8.863636 NA NA 10.555091 NA
## 15091 NA NA -7.108571 NA NA 10.773846 NA
## 1542 NA NA NA NA NA NA 9.7967233
## 2055 NA NA -8.320970 NA NA 9.227928 NA
## 2273 NA NA NA NA NA NA NA
## 2499 NA NA 11.331091 NA NA 7.512500 NA
## 2566 NA NA 8.384205 NA NA 8.509505 5.3615999
## 51 NA NA -7.981430 NA NA 9.508821 3.5772436
## 365 NA NA NA NA NA 8.126765 NA
## 552 NA NA NA NA NA 8.780921 NA
## 630 NA NA NA NA NA 9.267497 4.8208863
## 1493 NA NA NA NA NA 8.900833 NA
## 1506 NA NA NA NA NA 8.241000 6.4955194
## 1514 NA NA NA NA NA NA 8.6899996
## 1925 NA NA NA NA NA 9.292078 NA
## 2349 NA NA NA NA NA 8.808425 NA
## 2413 NA NA 9.180000 NA NA 9.058000 NA
## 2629 NA NA 8.380884 NA NA NA NA
## 48 NA NA NA NA NA NA NA
## 246 NA NA NA NA NA 1.758461 NA
## 1428 NA NA -3.850000 NA NA 8.273838 NA
## 14872 NA NA -5.421622 NA NA 10.030363 NA
## 1503 NA NA NA NA NA 7.973978 NA
## 16981 NA NA -8.524878 NA NA 10.169008 NA
## 1700 NA NA NA NA NA 1.740986 NA
## 2169 NA -0.3873400 NA NA NA 7.750711 NA
## 2178 NA NA -9.621379 NA NA 10.490291 NA
## 2626 NA NA 9.924830 NA NA 5.435432 NA
## 3951 NA NA -9.458655 NA NA 11.761582 NA
## 1270 NA NA NA NA NA NA 6.2276472
## 1315 NA NA -8.280000 NA NA 11.665981 NA
## 1381 NA NA -9.424545 NA NA 9.226750 NA
## 16531 NA NA NA NA NA 10.768500 NA
## 1661 NA NA -9.458228 NA NA 8.602324 NA
## 2027 NA NA -7.242814 NA NA 9.965352 NA
## 2128 NA NA -10.685346 NA NA 10.141744 NA
## 1220 NA NA -8.911224 NA NA NA NA
## 1369 NA NA -7.748889 NA NA NA NA
## 1392 NA NA NA NA NA 3.321667 NA
## 1751 NA NA -6.316667 NA NA 10.935477 NA
## 1988 NA NA NA NA NA 7.200833 NA
## 2153 NA NA -7.869487 NA NA 10.977753 NA
## 2167 NA NA -8.465359 NA NA 11.140149 NA
## 2437 NA NA 9.193369 NA NA 10.394399 NA
## 2454 NA NA 8.397500 NA NA 9.857747 NA
## 2578 NA NA NA NA NA NA 4.4206862
## 1097 NA NA 6.831343 NA NA 10.660348 NA
## 1209 NA NA NA NA NA NA NA
## 1335 NA NA -8.375000 NA NA 8.984568 NA
## 1975 NA NA NA NA NA 10.162292 NA
## 2187 NA NA -10.273567 NA NA 10.613255 5.6336498
## 2259 NA NA NA NA NA 9.503250 NA
## 2341 NA NA 8.251818 NA NA 9.491154 NA
## 2453 NA NA 7.820000 NA NA 9.313046 NA
## 2522 NA NA NA NA NA 2.884038 NA
## 574 NA NA 10.473349 NA NA NA 2.9696209
## 590 NA NA 9.844383 NA NA 10.543563 NA
## 983 3.6958419 NA NA NA NA 10.011846 NA
## 1013 NA NA 8.211564 NA NA 8.950479 4.7440586
## 2076 NA 1.8968800 NA NA NA 8.972490 NA
## 2158 NA NA NA NA NA 6.817100 NA
## 2177 NA NA -10.182300 NA NA NA NA
## 2324 NA NA NA NA NA 10.027878 NA
## 182 NA NA -5.531065 NA NA NA 5.1269498
## 212 NA NA -9.019025 NA NA 8.898034 4.2664498
## 333 NA NA -8.551387 NA NA 9.084098 NA
## 609 NA NA 8.639028 NA NA 9.538371 NA
## 1162 NA NA -6.556190 NA NA 8.685106 0.5360748
## 1286 NA NA NA NA NA 8.810000 NA
## 1426 NA NA NA NA NA 10.956219 NA
## 1611 NA NA -9.454407 NA NA 9.583407 NA
## 1882 NA NA -10.178293 NA NA 7.848297 NA
## 1958 2.4293667 NA -10.841676 NA NA 7.957708 NA
## 2038 NA NA NA NA NA 8.783179 NA
## 2467 NA NA 9.790000 NA NA 12.320000 NA
## 756 NA NA -8.256000 NA NA 9.336667 NA
## 780 2.3321380 NA -8.646666 NA NA 10.603979 NA
## 991 NA NA -8.916159 NA NA NA NA
## 1305 NA NA -8.425527 NA NA 10.512922 NA
## 1373 NA NA NA NA NA 9.313125 NA
## 1459 NA NA -6.125732 NA NA 11.016695 8.7067999
## 1594 NA NA NA NA NA 9.390476 NA
## 1860 NA -0.6058139 NA NA NA 8.935000 NA
## 613 NA NA 6.491178 NA NA 8.484272 NA
## 1108 NA NA 7.383561 NA NA 7.632139 NA
## 2279 NA NA NA NA NA 10.570266 NA
## 2310 NA NA NA NA NA 9.062727 NA
## 2333 NA NA NA NA NA 10.244601 NA
## 2348 NA NA 10.316774 NA NA NA NA
## 2372 NA NA 9.193797 NA NA NA NA
## 2526 NA NA NA NA NA NA NA
## 2574 NA NA NA NA NA 9.766129 1.3064685
## 111 NA NA -8.016481 NA NA 6.894925 NA
## 1438 NA NA NA NA NA 6.980227 NA
## 15041 NA NA NA NA NA 9.470000 NA
## 1811 NA NA NA NA NA 6.236938 NA
## 2092 NA NA -8.557211 NA NA 8.887654 7.7669997
## 2131 NA -1.7073666 NA NA NA 9.567091 NA
## 2410 NA NA 7.558750 NA NA 11.168334 NA
## 2539 -0.9134512 NA 10.043119 NA NA 10.400200 NA
## 1111 NA NA -8.016481 NA NA 6.894925 NA
## 14381 NA NA NA NA NA 6.980227 NA
## 15042 NA NA NA NA NA 9.470000 NA
## 18111 NA NA NA NA NA 6.236938 NA
## 20921 NA NA -8.557211 NA NA 8.887654 7.7669997
## 21311 NA -1.7073666 NA NA NA 9.567091 NA
## 24101 NA NA 7.558750 NA NA 11.168334 NA
## 25391 -0.9134512 NA 10.043119 NA NA 10.400200 NA
## 529 NA NA NA NA NA 9.210119 NA
## 638 NA NA 8.785393 NA NA NA NA
## 951 NA NA NA NA NA 10.834587 5.3330332
## 1505 NA NA NA NA NA 9.216493 NA
## 1614 NA NA NA NA NA 10.668960 4.3256864
## 1927 NA NA -5.144556 NA NA 9.664759 7.4501391
## 2481 NA NA 9.665636 NA NA 8.749427 NA
## 2590 NA NA 9.413513 NA NA 9.714480 1.9343300
## 467 NA NA -8.885717 NA NA 10.305333 NA
## FS_Z_sc FO_Z_sc SI_Z_sc SL_Z_sc CU_Z_sc KC_Z_sc
## 479 NA NA 4.1690082 2.24981745 NA NA
## 532 NA NA NA NA -6.4459221 NA
## 1032 NA NA 7.0895913 NA 1.6035269 NA
## 1042 NA NA 3.3141666 1.13000000 NA NA
## 1047 NA NA NA -0.75083335 -9.2418185 NA
## 1964 NA NA 7.3840184 1.30147605 NA NA
## 2148 NA NA NA NA -1.3848445 NA
## 2154 NA NA NA NA NA NA
## 2192 NA NA 3.4698499 4.28509988 NA NA
## 2241 NA NA 2.3093246 3.50977770 NA NA
## 447 -0.3101933 NA 4.8842376 -0.96464704 NA NA
## 490 NA NA 5.9989437 NA NA -3.654700
## 496 NA NA 6.1807360 NA -3.3382023 NA
## 923 NA NA 7.0361001 1.25872413 NA -2.872060
## 1038 NA NA 3.1624750 NA -8.7263510 NA
## 1960 NA NA NA NA NA NA
## 1984 3.7058499 NA 5.8056998 0.34745617 NA NA
## 1996 NA NA NA NA NA NA
## 2009 NA NA 7.0009999 NA NA NA
## 2051 NA NA -6.2509910 5.75611086 NA NA
## 2085 2.7991040 NA 5.9517231 2.64509841 -3.9142512 NA
## 342 NA NA 5.6940967 -2.55947760 NA NA
## 362 1.6446749 NA NA 3.66222662 NA NA
## 896 NA NA NA 1.83608694 -7.0191669 NA
## 1195 NA NA 5.3928072 0.09095000 NA NA
## 1389 NA NA NA -0.06038462 NA NA
## 1393 NA NA NA NA -9.5863634 NA
## 1463 NA NA NA 4.44934432 NA NA
## 1767 NA NA NA 4.03428568 NA NA
## 2587 NA NA 2.8880811 0.40170820 NA NA
## 2607 NA NA NA 0.79630566 NA NA
## 137 NA NA NA 0.31244614 -3.0863930 NA
## 258 NA NA NA -0.66428631 NA -10.448301
## 377 NA NA 4.8611159 0.54645169 NA NA
## 1581 NA NA NA NA NA NA
## 1640 NA NA NA -0.24763157 -0.9236111 NA
## 2382 NA NA 6.7450360 4.08355550 -2.3165980 NA
## 2503 NA NA NA 3.04250002 -2.2740285 NA
## 2622 NA NA NA NA 2.0866390 NA
## 69 NA NA NA 0.66954522 NA NA
## 136 NA NA 6.7295192 0.14567169 -9.0045030 NA
## 1101 NA NA 6.4000083 0.48179981 NA NA
## 1268 NA NA 8.0319635 NA NA -6.268392
## 1279 NA NA 5.9862355 4.14496456 NA NA
## 1308 NA NA NA 3.41274986 NA -10.150114
## 1324 NA NA NA 7.45499992 NA NA
## 1330 NA NA 8.9333889 0.21837143 -11.1046666 NA
## 2104 NA NA NA 9.82868767 NA NA
## 2314 NA NA NA -3.11451623 NA NA
## 2381 NA NA 6.9228723 2.74260271 -2.0907499 NA
## 55 NA NA 4.5266738 -2.08170806 -6.5781175 NA
## 1153 NA NA -5.3373152 5.05995602 -8.0699997 NA
## 1439 NA NA NA 1.61124992 NA NA
## 1617 NA NA 7.3325847 4.08643832 -9.8983650 NA
## 1653 NA NA NA NA -6.2300000 NA
## 1737 NA NA 7.2216670 4.18618510 NA NA
## 1926 NA NA 8.7140448 NA -4.5547223 NA
## 2300 NA NA 5.1505790 0.62400999 -6.6738834 NA
## 238 NA NA 6.6962425 -0.73155128 -8.6134126 NA
## 1077 NA NA 7.2094837 -1.25027024 -4.2960715 NA
## 1159 NA NA 9.0725002 -1.36923071 NA NA
## 1253 NA NA NA 10.29833349 NA NA
## 1387 NA NA NA 4.42408161 NA NA
## 1450 NA NA 8.4700003 NA NA NA
## 1915 NA NA NA -0.93916670 NA NA
## 2483 NA NA NA -0.39250001 NA NA
## 612 NA NA 7.7101621 1.40190625 -9.7261466 NA
## 1229 NA NA NA NA NA NA
## 1231 NA NA NA 3.30629617 -1.6853846 NA
## 1349 NA NA 2.9287132 -0.11569444 NA NA
## 1553 NA NA 6.4548675 -0.16539007 NA NA
## 1660 NA NA 4.8104870 0.71196923 NA NA
## 1663 NA NA NA 1.22591397 NA NA
## 1959 NA NA NA NA NA NA
## 6121 NA NA 7.7101621 1.40190625 -9.7261466 NA
## 12291 NA NA NA NA NA NA
## 12311 NA NA NA 3.30629617 -1.6853846 NA
## 13491 NA NA 2.9287132 -0.11569444 NA NA
## 15531 NA NA 6.4548675 -0.16539007 NA NA
## 16601 NA NA 4.8104870 0.71196923 NA NA
## 16631 NA NA NA 1.22591397 NA NA
## 19591 NA NA NA NA NA NA
## 476 NA NA 5.1189013 -1.60317693 NA NA
## 527 NA NA 5.6022571 2.07344964 -8.0025223 NA
## 576 NA NA NA NA -8.9783240 NA
## 2047 NA NA NA NA NA NA
## 2118 NA NA NA 0.50930314 -3.3514400 NA
## 2133 NA NA 6.8250607 -0.17703742 NA NA
## 2134 NA NA NA NA NA NA
## 2139 NA NA NA -0.35206490 NA NA
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## 2190 NA NA NA 0.81693574 -9.0955882 NA
## 2205 NA NA NA 1.23312011 NA NA
## 2206 NA NA 1.0159084 4.20849282 NA NA
## 758 1.8377898 NA NA 1.80006788 -7.7904163 NA
## 820 NA NA 7.3438659 -2.83559998 -7.4216665 NA
## 1535 NA NA NA NA -6.5367705 NA
## 1546 NA NA NA 2.73821175 -5.4390997 NA
## 1555 NA NA 5.7922949 NA NA NA
## 1618 NA NA 3.4331818 -0.74315789 NA NA
## 1684 NA NA NA -3.33291658 NA -10.065071
## 1740 NA NA 5.2900000 -1.14829790 NA NA
## 1746 NA NA NA 1.92968750 NA NA
## 2515 NA NA -1.3134951 -0.44294119 NA NA
## 2577 NA NA NA 2.93248045 NA NA
## 537 NA NA NA 0.83041768 NA NA
## 960 NA NA NA 1.53151584 NA -8.840849
## 1068 NA NA NA NA -8.2940961 NA
## 12531 NA NA NA 10.29833349 NA NA
## 1301 NA NA 2.4303449 2.45097562 NA NA
## 1487 NA NA NA 2.60469382 -5.8850002 NA
## 1508 NA NA NA -0.12265822 NA NA
## 1735 NA NA 3.7753848 1.57000001 -5.7066669 NA
## 2294 NA NA 9.2872496 0.79869378 NA NA
## 805 NA NA 5.9205262 NA -5.8209090 NA
## 1563 NA NA NA NA NA -4.194000
## 1576 NA NA NA NA NA NA
## 1578 0.6470149 NA NA 3.02999997 NA NA
## 1588 NA NA NA 6.99875021 -3.4500000 NA
## 1606 NA NA NA -0.86880593 NA -4.975000
## 1644 NA NA NA NA 1.0000000 NA
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## 1655 NA NA NA NA NA NA
## 1679 NA NA NA 1.06810125 NA NA
## 1698 NA NA NA 1.72282058 NA NA
## 1712 NA NA NA NA NA NA
## 1722 NA NA 0.3734722 2.23496296 NA NA
## 1745 NA NA 4.5183722 0.70583785 NA NA
## 2562 NA NA NA 0.41868047 NA NA
## 366 NA NA NA 2.45990337 -3.5450419 NA
## 389 NA NA 5.1301011 1.20446580 NA NA
## 424 NA NA 3.6903221 -0.56296449 -6.1433551 NA
## 1627 NA NA NA NA NA NA
## 1668 NA NA 7.1050000 1.88366661 NA -10.652798
## 2123 NA NA NA NA NA NA
## 2146 NA NA 5.2494560 0.34218807 NA NA
## 21811 NA NA NA 1.82736738 NA NA
## 231 NA NA NA NA -7.5854168 NA
## 592 NA NA 2.7325786 1.22238835 NA NA
## 813 NA NA NA 1.59675681 -6.4900002 NA
## 1088 NA NA NA NA -8.0518182 NA
## 1449 NA NA 6.8825862 3.07757051 NA NA
## 1670 NA NA 6.8220352 2.16939694 NA NA
## 1945 3.6274879 NA 6.5188916 1.89301149 NA NA
## 2306 NA NA NA NA -5.6999998 NA
## 2527 NA NA 0.5561735 -3.76594585 NA NA
## 340 NA NA 6.0658107 -0.76727608 NA NA
## 429 NA NA 6.4373975 0.70978049 -4.9576198 NA
## 807 NA NA NA 3.35834683 -1.3300000 NA
## 9231 NA NA 7.0361001 1.25872413 NA -2.872060
## 1867 NA NA NA NA -2.5133333 NA
## 1956 NA NA NA -0.81343785 -10.5833333 NA
## 2334 NA NA 8.8800001 2.23333327 -7.1050000 NA
## 2450 NA NA 3.7615961 -0.32122449 NA NA
## 372 NA NA NA 0.81214614 NA -5.266870
## 412 NA NA NA NA -3.9584404 NA
## 775 NA NA NA -1.45243901 -5.3315383 NA
## 1358 NA NA NA 2.03999996 -5.2600002 NA
## 1448 NA NA 8.6617884 2.64808283 NA NA
## 1899 NA NA 4.8413335 -0.32000000 -7.2600002 NA
## 1939 NA NA NA NA 8.9050703 NA
## 2302 NA NA 4.5292309 -1.41611110 NA NA
## 347 NA NA 4.4948946 0.82637012 NA NA
## 743 NA NA 4.5949428 2.31966484 -1.9621518 NA
## 1374 NA NA NA -4.20400009 NA NA
## 1376 NA NA 11.2260002 1.32000005 -7.7427452 NA
## 14871 NA NA NA 2.60469382 -5.8850002 NA
## 1509 NA NA 10.0649996 2.25333341 NA NA
## 1874 NA NA NA NA NA NA
## 2270 NA NA NA 2.66789050 NA NA
## 711 NA NA 8.5703998 0.56623671 NA -6.693226
## 10421 NA NA 3.3141666 1.13000000 NA NA
## 1161 NA NA NA NA NA -7.904986
## 1235 NA NA NA -2.71350532 -6.7391451 NA
## 1300 NA NA NA NA NA NA
## 1320 NA NA NA 0.62835052 NA NA
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## 1502 -0.5546154 NA 1.9911556 3.39996425 NA NA
## 1504 NA NA NA -0.49666665 NA NA
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## 1705 2.3964646 NA 10.2049999 0.13666666 -6.5920452 NA
## 1719 NA NA 5.9789458 1.00902514 NA NA
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## 1703 NA NA NA NA 7.8649998 NA
## 1728 3.1932450 NA 9.3275003 3.64228581 NA NA
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## 2412 NA NA NA 2.20422535 NA NA
## 173 NA NA NA -1.24437604 -6.2553407 NA
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## 1683 2.1380000 NA 8.9859881 4.60203123 NA NA
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## 152 NA NA 4.3954035 2.89173739 NA NA
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## 1542 NA NA 11.5225562 -3.02137395 NA NA
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## 2566 NA NA 7.0254502 0.52131499 NA NA
## 51 NA NA 7.6015631 NA -7.9652947 NA
## 365 2.4914830 NA 4.6032090 4.44501017 NA NA
## 552 6.7779891 NA NA -0.95318439 NA NA
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## 1493 NA NA NA 3.94000015 NA NA
## 1506 NA NA NA 0.91159233 NA NA
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## 1925 2.2206985 NA 3.9633334 3.01947369 NA NA
## 2349 NA NA 11.5500002 1.59690906 NA NA
## 2413 NA NA 8.9853844 NA NA NA
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## 48 NA NA 9.4552337 NA -2.5749502 NA
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## 2578 NA NA 9.1519495 NA NA NA
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## EP_Z_sc CH_Z_sc SC_Z_sc KN_Z_sc VAA_CU VAA_FA VAA_FF
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## 1300 NA NA NA NA NA -7.998063 NA
## 1320 NA 2.252150505 NA NA NA NA -5.064268
## 2238 NA 1.410341151 NA NA NA NA NA
## 2569 NA 1.077356656 NA NA NA NA -4.799717
## 395 NA 2.242582224 NA NA NA NA -4.738345
## 1429 NA -4.757272894 NA NA NA NA -3.410361
## 1440 NA NA NA NA NA NA -5.233207
## 1443 NA 6.233067034 NA NA -8.171292 NA -4.879215
## 1474 NA NA NA NA NA NA -4.586814
## 1501 NA -0.037096773 NA NA NA NA -5.386968
## 1502 NA NA NA NA NA NA -3.686156
## 1504 NA NA NA NA NA NA -4.721997
## 1516 NA NA NA NA -10.073730 NA -4.693522
## 1922 NA NA NA NA NA NA -4.363320
## 222 NA 5.752807228 NA NA -9.208234 NA -4.419014
## 4791 NA 4.873554845 NA NA NA NA -4.220307
## 1254 NA 4.493478195 NA NA -10.431276 NA -4.499160
## 1343 NA NA NA NA -11.399667 -5.519554 NA
## 1671 NA NA NA NA NA NA NA
## 1705 NA NA NA NA -9.354853 NA -4.673614
## 1719 NA NA NA NA NA NA -4.433957
## 1830 NA 2.777999878 NA NA NA NA -5.303823
## 1172 NA NA NA NA -8.968598 NA -4.849424
## 11951 NA 6.183809371 NA NA NA NA -5.215904
## 1311 NA NA NA NA -9.998525 NA -5.226359
## 1313 NA 4.932063511 NA NA NA NA -4.823918
## 1353 NA -2.284589990 NA NA NA NA -4.304745
## 1360 NA 4.579999924 NA NA -9.191716 NA -4.905090
## 1895 NA 6.655000051 NA NA NA NA -5.189989
## 1983 11.1174048 NA NA NA NA -6.186480 NA
## 2248 NA 0.201158663 NA NA NA NA -4.879906
## 2357 NA 5.639999928 NA NA -8.068710 NA -5.114883
## 226 NA 5.690764034 NA NA -9.523365 NA -4.688657
## 480 NA 3.903328621 NA NA NA NA -4.317724
## 845 NA 3.974462840 NA NA -9.974303 NA -4.666556
## 1552 NA 5.760000229 NA NA NA NA -5.179404
## 1609 NA 2.242763118 NA NA -7.615738 NA -4.028795
## 1703 NA NA NA 4.081429 -11.574626 -10.474548 NA
## 1728 NA NA NA NA NA NA -4.754157
## 2145 NA 0.143960997 NA NA NA NA -5.084793
## 249 NA 2.125848504 NA NA -8.564519 NA -3.957019
## 251 NA NA NA NA -9.911020 NA -5.213394
## 506 NA NA NA NA NA NA NA
## 556 NA 4.020783380 NA NA -9.896974 NA -4.631990
## 1208 NA 2.514285769 NA NA NA NA -5.073508
## 1283 NA NA NA NA NA NA -4.888592
## 1284 NA NA NA NA -8.962186 NA -4.768868
## 2345 NA -0.235454533 NA NA NA NA -5.673766
## 2565 NA NA NA NA NA NA -5.301020
## 317 NA 2.220689361 NA NA NA NA -4.827159
## 335 NA NA NA NA NA NA -4.318847
## 663 NA -1.294711963 NA NA -8.116269 NA -4.113409
## 1333 NA 3.089999914 NA NA NA NA -5.503804
## 1475 NA 3.336363706 NA NA NA NA -5.282384
## 19961 7.0349093 NA NA NA NA -9.438118 NA
## 2113 NA NA NA NA -10.052602 NA -4.642433
## 2368 NA 2.629782635 NA NA NA NA NA
## 22 NA NA NA NA NA NA -4.467612
## 63 NA NA NA NA NA NA -4.574879
## 168 NA 8.034452804 NA NA -8.926458 NA -4.737968
## 174 NA NA NA NA -9.054480 NA -4.272592
## 673 NA 6.394467666 NA NA -10.507148 NA -5.183278
## 1177 NA 4.409687519 NA NA NA NA -4.324642
## 1180 NA NA NA NA NA NA -3.611487
## 1260 NA 2.941830917 NA NA NA NA -5.797818
## 1744 NA NA NA NA NA NA -4.478747
## 1759 NA 7.789069597 NA NA -9.364091 NA -3.997093
## 2222 NA NA NA NA NA NA NA
## 2362 NA 10.438630400 NA NA -10.348619 NA -5.733556
## 2530 NA NA NA NA -11.281889 NA -5.221042
## 2600 NA 5.151000023 NA NA NA NA -5.027743
## 2641 NA 3.133710589 NA NA NA NA -5.458663
## 7581 NA NA NA NA -10.668065 NA -5.324072
## 1178 NA -0.806666692 NA NA NA NA -3.430012
## 1287 NA 4.833658358 NA NA -10.263240 NA -4.891947
## 1445 NA 6.829999924 NA NA NA NA NA
## 19561 NA 2.997849941 NA NA -11.215586 NA -5.475330
## 2229 NA 2.290741653 NA NA NA NA -5.324077
## 2246 NA 2.863516808 NA NA NA NA -4.308438
## 2312 NA 8.252608590 NA NA NA NA -5.350558
## 2412 NA 6.800799805 NA NA NA NA -5.438602
## 173 NA 7.053590117 NA NA -9.603340 NA -4.819740
## 315 NA 5.741198419 NA NA NA NA -4.360760
## 376 NA NA NA NA NA NA -5.232676
## 1630 6.4825001 NA NA NA NA -6.901444 NA
## 1646 NA 4.559999943 NA NA NA NA -3.891499
## 1683 NA NA NA NA NA NA -4.573952
## 1891 NA 4.563999939 NA NA NA NA -3.986599
## 1930 NA -2.558177736 NA NA NA NA NA
## 2007 NA NA NA NA NA NA -7.064996
## 2252 NA 5.296050072 NA NA NA NA NA
## 2471 NA 2.703846076 NA NA NA NA -5.006621
## 2511 NA NA NA NA -9.037828 NA -3.804071
## 152 NA NA NA NA NA NA -4.269497
## 307 NA NA NA NA NA NA -4.250655
## 414 NA NA NA NA NA NA -4.764302
## 1185 NA 6.935526396 NA NA NA NA -4.055587
## 1331 NA 0.671438348 NA NA -10.104827 NA -4.969092
## 1351 NA 4.698333422 NA NA -8.988858 NA -4.737952
## 1565 8.0299997 NA NA NA -13.197219 -9.430115 -4.878466
## 1718 NA 5.150000095 NA NA NA -6.928225 NA
## 1808 8.3041668 NA NA NA -20.798319 -11.837257 NA
## 2013 NA 1.941691807 NA NA -9.443322 NA -5.047242
## 2031 5.6448635 NA NA NA NA -7.412693 NA
## 2090 NA 4.286735086 NA NA NA NA -5.042974
## 598 NA 0.030957262 NA NA -7.652652 NA -4.373824
## 1155 NA NA NA NA NA NA -3.439985
## 13581 NA 4.954285758 NA NA -12.414409 NA -6.604662
## 1533 NA 3.434053988 NA NA NA NA -4.772747
## 2025 NA 7.486914820 NA NA NA NA -4.566206
## 2035 NA 8.800193541 NA NA NA NA -5.594347
## 2307 NA 4.140486081 NA NA NA NA -4.607128
## 2498 NA 6.505862006 NA NA -9.655062 NA -4.525008
## 5321 NA 8.445819536 NA NA -10.439675 NA -5.503564
## 975 NA 3.249340596 NA NA -9.783916 NA NA
## 1040 NA 5.221760495 NA NA -10.286175 NA -4.716659
## 1214 NA NA NA NA NA NA -4.285992
## 1612 NA NA NA NA NA -9.809322 NA
## 2006 NA NA NA NA NA -10.892978 NA
## 2338 NA 7.155000166 NA NA NA NA -6.139885
## 2504 NA NA NA NA NA NA NA
## 2536 NA 3.231428691 NA NA -8.804754 NA -5.040150
## 279 NA 5.306369845 NA NA NA NA -4.206335
## 351 NA NA NA NA -9.757308 NA -4.303551
## 1336 NA 8.216666540 NA NA NA NA -5.712292
## 13492 NA 0.328392846 NA NA NA NA -3.865909
## 1356 NA NA NA NA NA NA -4.868767
## 1417 NA 3.962727287 NA NA NA NA -5.438849
## 15091 NA 7.914285932 NA NA NA NA -4.389427
## 1542 NA NA NA NA NA NA NA
## 2055 NA 3.480316766 NA NA -8.575737 NA -3.903880
## 2273 NA NA NA NA NA NA NA
## 2499 NA 0.155999999 NA NA NA NA -4.796617
## 2566 NA 4.393230732 NA NA NA NA -5.071432
## 51 NA 4.066927239 NA NA -10.960955 NA -5.478012
## 365 NA NA NA NA NA NA -5.568272
## 552 NA NA NA NA NA NA -4.809481
## 630 NA NA NA NA NA NA -4.296733
## 1493 NA NA NA NA NA NA -4.185570
## 1506 NA NA NA NA NA NA -6.219780
## 1514 NA NA NA NA NA -4.980896 NA
## 1925 NA NA NA NA NA NA -4.954665
## 2349 NA NA NA NA NA NA -5.044344
## 2413 NA 6.034999847 NA NA NA NA -4.485569
## 2629 NA 3.615733306 NA NA NA NA NA
## 48 NA NA NA NA -8.636386 NA -4.461560
## 246 NA NA NA NA NA NA -3.336956
## 1428 NA 5.278888702 NA NA NA NA -5.322725
## 14872 NA 2.146756765 NA NA -9.329397 NA -4.582973
## 1503 NA NA NA NA NA NA -4.623603
## 16981 NA 3.936097680 NA NA NA NA -4.453029
## 1700 NA NA NA NA NA NA -2.159984
## 2169 6.9944601 NA NA NA -16.420350 -9.178850 NA
## 2178 NA 2.231450979 NA NA -7.127040 NA -4.143423
## 2626 NA 2.940414948 NA NA NA NA -5.851830
## 3951 NA 2.242582224 NA NA NA NA -4.738345
## 1270 NA NA NA NA -11.031031 NA NA
## 1315 NA 6.269999981 NA NA -9.753140 NA -5.560247
## 1381 NA 3.078181874 NA NA NA NA -4.862559
## 16531 NA NA NA NA -16.262107 -7.937362 NA
## 1661 NA 3.164177231 NA NA -10.004884 NA -5.330917
## 2027 NA 5.530114310 NA NA -8.186560 NA -4.400403
## 2128 NA 6.201969088 NA NA NA NA -4.152002
## 1220 NA 1.572040791 NA NA NA NA NA
## 1369 NA 9.885555691 NA NA NA -6.260255 NA
## 1392 NA NA NA NA NA NA -5.531105
## 1751 NA 6.620000203 NA NA NA NA -5.004587
## 1988 NA NA NA NA NA NA -5.407345
## 2153 NA 6.560017544 NA NA NA NA -5.199680
## 2167 NA 8.509000063 NA NA -9.715987 NA -4.813036
## 2437 NA 5.412717405 NA NA -9.096731 NA -5.393156
## 2454 NA 6.964773005 NA NA NA NA -5.131899
## 2578 NA NA NA NA NA NA NA
## 1097 NA 8.931514195 NA NA -11.456367 -7.932813 -5.360789
## 1209 NA NA NA NA NA NA NA
## 1335 NA 4.619999886 NA NA -10.566838 NA -4.122916
## 1975 NA NA NA NA -8.949420 NA -4.949257
## 2187 NA 3.743199921 NA NA NA NA -4.176553
## 2259 NA NA NA NA -9.941048 NA -4.655967
## 2341 NA 8.592726968 NA NA NA NA -5.709538
## 2453 NA 7.743333181 NA NA NA NA -6.066946
## 2522 NA NA NA NA -10.036687 NA -7.453345
## 574 NA 2.722950545 NA NA -7.906071 NA NA
## 590 NA 5.420457932 NA NA -10.386717 NA -4.936708
## 983 NA NA NA NA NA NA -4.957324
## 1013 NA 4.216312685 NA NA -8.761300 NA -5.082791
## 2076 3.6948900 NA NA NA NA -7.959687 NA
## 2158 NA NA NA NA NA NA -4.627980
## 2177 NA 3.654157094 NA NA NA NA NA
## 2324 NA NA NA NA NA NA -5.240524
## 182 NA 3.989821758 NA NA -9.888412 NA NA
## 212 NA 4.082004062 NA NA -9.896730 NA -5.464066
## 333 NA 2.868460640 NA NA -9.986021 NA -4.944134
## 609 NA 5.013349937 NA NA -9.522418 NA -4.762290
## 1162 NA 4.084761847 NA NA -8.697743 NA -4.731559
## 1286 NA NA NA NA -9.999821 NA -7.521144
## 1426 NA NA NA NA -10.074462 NA -5.073893
## 1611 NA 6.004067631 NA NA NA NA -4.618970
## 1882 NA -0.525121968 NA NA NA NA -4.141356
## 1958 NA 3.859204129 NA NA NA NA -4.446592
## 2038 NA NA NA NA NA NA -4.725638
## 2467 NA 5.130000114 NA NA NA NA -2.652042
## 756 NA 3.209999847 NA NA -8.135382 NA -4.381351
## 780 NA 2.929090835 NA NA NA NA -4.867240
## 991 NA 4.366975738 NA NA NA NA NA
## 1305 NA 5.174736826 NA NA -8.683033 NA -4.997015
## 1373 NA NA NA NA NA -9.426294 NA
## 1459 NA 7.584756246 NA NA NA NA -5.004751
## 1594 NA NA NA NA -18.672369 -14.231179 NA
## 1860 8.5765118 NA NA NA NA -8.335572 NA
## 613 NA 7.024479956 NA NA NA NA -4.763316
## 1108 NA 2.884551258 NA NA -11.283953 NA -5.482660
## 2279 NA NA NA NA NA NA -4.222604
## 2310 NA NA NA NA -12.825948 -8.381259 NA
## 2333 NA NA NA NA -9.991076 NA -4.208741
## 2348 NA 0.994193539 NA NA -7.381788 NA -4.638189
## 2372 NA 2.594683490 NA NA NA NA NA
## 2526 NA NA NA NA NA NA NA
## 2574 NA NA NA NA NA NA -4.976675
## 111 NA 4.585693263 NA NA -9.426685 NA -5.800314
## 1438 NA NA NA NA -10.023947 NA -5.557865
## 15041 NA NA NA NA NA NA -4.721997
## 1811 NA NA NA NA NA -7.549848 NA
## 2092 NA 0.657484205 NA NA NA NA -4.233742
## 2131 0.2643344 NA NA NA NA -9.082009 NA
## 2410 NA 5.496250153 NA NA NA NA -5.448682
## 2539 NA 4.914589046 NA NA NA NA -5.174343
## 1111 NA 4.585693263 NA NA -9.426685 NA -5.800314
## 14381 NA NA NA NA -10.023947 NA -5.557865
## 15042 NA NA NA NA NA NA -4.721997
## 18111 NA NA NA NA NA -7.549848 NA
## 20921 NA 0.657484205 NA NA NA NA -4.233742
## 21311 0.2643344 NA NA NA NA -9.082009 NA
## 24101 NA 5.496250153 NA NA NA NA -5.448682
## 25391 NA 4.914589046 NA NA NA NA -5.174343
## 529 NA NA NA NA -7.041407 NA -4.056743
## 638 NA 4.356768303 NA NA NA NA NA
## 951 NA NA NA NA NA NA -3.988033
## 1505 NA NA NA NA -8.830023 NA -5.231250
## 1614 NA NA NA NA NA NA -4.659317
## 1927 NA 3.803444474 NA NA -8.730762 NA -4.611033
## 2481 NA 1.889272794 NA NA -10.099826 NA -4.688442
## 2590 NA 3.104858192 NA NA NA NA -4.502353
## 467 NA 3.027999638 NA NA NA NA -4.759966
## VAA_SI VAA_SL VAA_CH VAA_CS VAA_FC VAA_EP VAA_PO
## 479 -5.319435 -6.462639 -6.647003 NA -5.696469 NA NA
## 532 NA NA -7.080462 NA -7.687160 NA NA
## 1032 -4.978308 -7.474785 -7.226552 NA NA NA NA
## 1042 -6.299472 -7.920063 -8.037998 NA NA NA NA
## 1047 NA -8.054935 -6.284832 NA NA NA NA
## 1964 -5.619103 -7.964791 -6.852106 NA NA NA -3.8140207
## 2148 NA NA NA NA NA -17.721043 NA
## 2154 NA NA NA NA NA -11.527160 NA
## 2192 -5.783140 NA -6.602878 NA -4.781871 NA NA
## 2241 -6.031177 -6.631532 -6.642904 NA NA NA NA
## 447 -5.931150 -7.455802 NA NA NA NA NA
## 490 -5.837100 NA -7.442976 NA -6.376980 NA NA
## 496 -6.144301 NA -7.715914 NA -6.130486 NA NA
## 923 -6.305010 -7.634776 -6.928042 NA NA NA NA
## 1038 -6.752508 NA -7.871126 NA NA NA NA
## 1960 NA NA NA NA NA -14.165625 NA
## 1984 -5.230493 -7.355088 NA NA NA NA NA
## 1996 NA NA NA NA NA -14.821934 NA
## 2009 -5.320948 NA -7.347404 NA -7.048153 NA NA
## 2051 -4.651500 -3.010192 NA NA NA NA -1.5054169
## 2085 -5.895972 -6.350197 NA NA NA NA NA
## 342 -6.261025 -9.429125 -8.121352 NA NA NA NA
## 362 -5.781527 -6.673307 NA NA NA NA NA
## 896 NA -7.724796 -6.798687 NA NA NA NA
## 1195 -6.250890 -8.359066 -7.027175 NA NA NA -1.4228290
## 1389 NA -8.687171 NA NA NA NA NA
## 1393 NA NA NA NA NA NA NA
## 1463 NA -7.910758 -6.645316 NA NA NA NA
## 1767 NA -7.512893 -7.281485 NA NA NA NA
## 2587 -6.590359 -8.182986 NA NA NA NA NA
## 2607 NA -6.752779 -7.801539 NA NA NA NA
## 137 NA -7.909244 -6.938580 NA NA NA -2.9027999
## 258 NA -8.202377 -7.102502 NA NA NA -4.2488104
## 377 -6.049519 -6.131113 -7.280573 NA NA NA NA
## 1581 NA NA NA NA NA -12.357331 NA
## 1640 NA -7.203019 NA NA NA NA NA
## 2382 -6.491858 -8.362375 NA NA NA NA NA
## 2503 NA -8.872718 NA NA NA NA NA
## 2622 NA NA -5.704545 NA NA NA NA
## 69 NA -7.788434 -7.158394 NA -5.366412 NA NA
## 136 -6.253975 -8.350689 -7.189398 NA -6.711175 NA NA
## 1101 -6.436879 -9.365204 -8.370179 NA NA NA NA
## 1268 -5.729410 NA -7.619714 NA NA NA NA
## 1279 -6.203642 -7.012510 -7.889392 NA NA NA NA
## 1308 NA -7.414332 NA NA -5.891662 NA NA
## 1324 NA -9.973237 NA NA NA NA NA
## 1330 -5.296545 -8.272405 -7.071807 NA NA NA NA
## 2104 NA NA NA NA NA NA NA
## 2314 NA -8.652433 NA NA NA NA NA
## 2381 -5.649400 -7.407964 NA NA NA NA NA
## 55 -6.448515 -9.139090 -8.433089 NA NA NA NA
## 1153 -5.680031 -4.506710 -7.111249 NA NA NA NA
## 1439 NA -8.042077 NA NA NA NA NA
## 1617 -5.187179 -6.614205 -6.408383 NA NA NA NA
## 1653 NA NA NA NA NA NA NA
## 1737 -5.445111 -6.849854 -7.285425 NA NA NA NA
## 1926 -5.388374 -7.755279 -6.923991 NA -5.999591 NA NA
## 2300 -6.078090 -7.083642 NA NA NA NA NA
## 238 -5.935884 -8.150939 -7.322607 NA NA NA NA
## 1077 -5.897242 -8.839094 -6.739449 NA NA NA NA
## 1159 -5.978536 -9.059363 NA NA -7.568257 NA NA
## 1253 NA -6.956056 NA NA NA NA NA
## 1387 -6.667955 -7.254610 -7.301606 NA NA NA NA
## 1450 -4.045779 NA -6.414605 NA NA NA NA
## 1915 NA -7.993122 -8.178571 NA NA NA NA
## 2483 NA -8.449907 NA NA NA NA NA
## 612 -5.656265 -8.046524 -7.107561 NA NA NA NA
## 1229 NA NA NA NA NA NA NA
## 1231 NA -7.905443 -7.493430 NA -6.406901 NA NA
## 1349 -5.030704 -7.412452 -6.749032 NA NA NA NA
## 1553 -5.241311 -8.026668 -6.581591 NA NA NA NA
## 1660 -5.840211 -7.618938 -8.569469 NA NA NA NA
## 1663 NA -8.277978 -6.953044 NA -7.328720 NA NA
## 1959 NA NA NA NA NA -9.861529 NA
## 6121 -5.656265 -8.046524 -7.107561 NA NA NA NA
## 12291 NA NA NA NA NA NA NA
## 12311 NA -7.905443 -7.493430 NA -6.406901 NA NA
## 13491 -5.030704 -7.412452 -6.749032 NA NA NA NA
## 15531 -5.241311 -8.026668 -6.581591 NA NA NA NA
## 16601 -5.840211 -7.618938 -8.569469 NA NA NA NA
## 16631 NA -8.277978 -6.953044 NA -7.328720 NA NA
## 19591 NA NA NA NA NA -9.861529 NA
## 476 -4.403719 NA -6.597826 NA -5.315120 NA NA
## 527 -6.872606 -8.117729 -7.814831 NA NA NA NA
## 576 -6.080974 NA -7.727112 NA -7.412321 NA NA
## 2047 NA NA NA NA NA NA NA
## 2118 NA -7.933158 -6.914863 NA NA NA NA
## 2133 -6.175587 -8.052441 -7.037243 NA -7.768482 NA NA
## 2134 NA NA NA NA NA NA NA
## 2139 NA -8.931365 -4.527853 NA NA NA NA
## 2181 NA -7.844351 NA NA NA NA NA
## 2190 NA -8.375083 -7.858136 NA -7.673683 NA NA
## 2205 NA -7.647957 NA NA -5.410230 NA NA
## 2206 -5.957776 NA -7.015228 NA NA NA NA
## 758 NA -9.482789 NA NA -7.344369 NA NA
## 820 -5.646828 -9.135567 -7.749083 NA -4.707360 NA -5.7222260
## 1535 NA NA NA NA NA NA NA
## 1546 NA -8.149111 NA NA NA NA NA
## 1555 -6.149410 NA -7.718390 NA -7.200415 NA NA
## 1618 -6.525707 -9.064558 NA NA -5.694541 NA NA
## 1684 NA -8.652933 NA NA NA NA NA
## 1740 NA -8.705338 -6.421699 NA NA NA NA
## 1746 NA -7.527387 -6.927134 NA NA NA NA
## 2515 -6.343056 -7.859390 NA NA NA NA NA
## 2577 NA -7.992779 -6.915029 NA NA NA NA
## 537 -6.830021 -8.353209 -7.546165 NA -6.172986 NA NA
## 960 NA -8.283015 -7.342779 NA NA NA NA
## 1068 NA NA -7.705216 NA -6.011460 NA NA
## 12531 NA -6.956056 NA NA NA NA NA
## 1301 -5.911844 -7.826324 -7.803100 NA -5.991294 NA NA
## 1487 NA -7.385388 NA NA NA NA NA
## 1508 NA NA NA NA -7.705238 NA NA
## 1735 -6.372454 -7.690430 -7.841585 NA NA NA NA
## 2294 -5.303682 -7.844937 NA NA NA NA NA
## 805 -6.303089 NA -7.906812 NA NA NA NA
## 1563 NA -7.582192 -7.023815 NA -6.709711 NA NA
## 1576 NA NA NA NA NA NA NA
## 1578 NA -7.784817 NA NA NA NA NA
## 1588 NA -7.711333 NA NA NA NA NA
## 1606 NA NA -7.503849 NA NA NA NA
## 1644 NA NA NA NA NA NA NA
## 1650 NA -8.386143 NA NA -5.527999 NA NA
## 1655 NA NA NA NA NA NA NA
## 1679 NA -7.918896 -6.829096 NA NA NA NA
## 1698 NA -7.584662 -6.593736 NA NA NA NA
## 1712 NA NA NA NA NA -16.890521 NA
## 1722 -5.229269 -5.886854 -6.848571 NA NA NA NA
## 1745 -5.531203 -7.720096 -6.584669 NA NA NA NA
## 2562 NA -7.932176 -7.841058 NA NA NA NA
## 366 NA -6.859804 -7.185214 NA -5.349626 NA NA
## 389 -5.892940 -7.854492 -7.784136 NA NA NA NA
## 424 -5.890648 -7.554387 NA NA -3.964023 NA NA
## 1627 NA NA NA NA NA -9.522015 NA
## 1668 -5.231991 -7.613779 -7.020230 NA -4.975792 NA NA
## 2123 NA NA NA NA NA NA NA
## 2146 -5.729897 -8.313199 -8.851836 NA NA NA NA
## 21811 NA -7.844351 NA NA NA NA NA
## 231 NA -7.921641 -7.447840 NA -6.842825 NA NA
## 592 -6.158243 -7.680637 -7.772469 NA NA NA NA
## 813 NA -8.378410 -7.629322 NA NA NA NA
## 1088 NA NA -7.468767 NA -7.236637 NA NA
## 1449 -6.672459 -7.483129 -7.192439 NA NA NA NA
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## 317 -6.030845 NA -6.764016 NA -5.997724 NA NA
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## 22 NA -8.795795 NA NA -5.252309 NA NA
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## 174 -5.441371 NA NA NA -5.899072 NA NA
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## 1759 -3.689993 -7.818218 -6.209757 NA NA NA NA
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## 1178 -4.915425 -7.265872 -5.982246 NA NA NA NA
## 1287 NA -8.361991 -8.094805 NA -6.173796 NA NA
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## 19561 NA NA -6.918713 NA NA NA NA
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## 2246 -5.912760 -7.377432 -6.975020 NA NA NA NA
## 2312 -6.268279 NA -8.046073 NA -8.048872 NA NA
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## 1683 NA -6.696915 NA NA NA NA -4.6649278
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## 1930 -4.213348 NA -8.203013 NA -4.723535 NA NA
## 2007 -7.254436 -8.938922 NA NA NA NA NA
## 2252 -6.403483 -8.027435 -8.072940 NA NA NA NA
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## 2511 NA -6.987368 NA NA NA NA NA
## 152 -5.812242 -7.597093 NA NA -6.402351 NA NA
## 307 -5.334508 NA NA NA NA NA NA
## 414 -5.823369 -8.334530 NA NA -5.195765 NA NA
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## 1331 -5.886963 NA -7.692612 NA -6.463905 NA NA
## 1351 NA -6.213589 -7.951576 NA NA NA NA
## 1565 NA -9.459113 NA NA NA -15.866977 NA
## 1718 NA NA -5.524144 NA NA NA NA
## 1808 NA NA NA NA NA -16.811323 NA
## 2013 -6.296661 -7.702716 -7.930589 NA NA NA NA
## 2031 NA NA NA NA NA -10.900717 NA
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## 598 -5.917668 NA -7.278634 NA -5.669922 NA NA
## 1155 -5.928713 -6.112395 NA NA NA NA NA
## 13581 NA -7.141780 -8.472010 NA NA NA NA
## 1533 NA -8.471982 -7.608576 NA -6.684066 NA NA
## 2025 -5.385442 -7.873924 -6.763069 NA -6.829727 NA NA
## 2035 NA -9.020390 -7.407927 NA NA NA NA
## 2307 -5.593322 -7.399952 -6.387522 NA NA NA NA
## 2498 NA NA -6.220933 NA -6.710759 NA NA
## 5321 NA NA -7.080462 NA -7.687160 NA NA
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## 2006 NA NA NA NA NA NA NA
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## 351 NA NA NA NA -6.984242 NA NA
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## 13492 -5.030704 -7.412452 -6.749032 NA NA NA NA
## 1356 NA -7.790555 NA NA NA NA NA
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## 2169 NA NA NA NA NA -9.193464 NA
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## 16531 NA NA NA NA NA NA NA
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## VAA_ST VAA_FS VAA_KC VAA_SV VAA_NA VAA_FO VAA_KN VAA_SC
## 479 NA NA NA NA NA NA NA NA
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## 1502 NA NA 2.236173648 1.712152315 5.3734047 NA
## 1504 NA NA 1.277545666 NA 4.2541034 1.240522e+00
## 1516 1.28487838 NA 1.284331811 NA NA NA
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## 1719 NA NA 1.546520311 -0.106495284 2.6198758 NA
## 1830 NA NA 2.101382726 NA 3.4112995 1.038819e+00
## 1172 1.94809634 NA 1.335533559 NA 2.7223107 NA
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## 1728 NA NA 1.030243145 0.666182133 2.8877622 NA
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## 7581 3.03104047 NA 1.693427041 NA 2.1839911 NA
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## 19561 2.90140254 NA 1.641188707 NA NA 5.619054e-01
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## 2246 NA NA 1.123280883 0.782590468 3.6247292 9.888398e-01
## 2312 NA NA 0.340842764 1.006556551 NA 1.039210e+00
## 2412 NA NA 0.062562092 NA -1.7217372 6.335471e-01
## 173 2.14781107 NA 0.961598473 NA 2.1733100 -8.371808e-01
## 315 NA NA 1.716210534 NA 3.4803935 3.962148e-01
## 376 NA NA 0.410615485 NA 1.0092701 NA
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## 1683 NA NA 0.685895528 NA 3.0879577 NA
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## 1930 NA NA NA 2.422919376 NA 1.425675e+00
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## 2252 NA NA NA 1.419560018 4.2238361 3.252833e+00
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## 2511 -4.17848229 NA -2.596603206 NA -3.6381499 NA
## 152 NA NA 0.565421541 0.040030146 3.2200433 NA
## 307 NA NA 4.029890530 2.825156204 NA NA
## 414 NA NA 0.764084822 -0.393472536 2.7080356 NA
## 1185 NA NA 0.682313995 NA 4.1303675 -1.041571e-01
## 1331 3.00721286 NA 0.973318814 -0.565203413 NA -3.850459e-01
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## 1718 NA 0.8598893 NA NA NA 7.605639e-01
## 1808 3.86736297 0.3545170 NA NA NA NA
## 2013 3.68416207 NA 1.751273643 -1.172935388 3.2876114 7.584237e-02
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## 13581 4.12904783 NA 1.161573106 NA 2.4435741 1.357922e+00
## 1533 NA NA 1.233351520 NA 3.1863613 6.170275e-01
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## 2536 -3.55222854 NA -1.681289928 NA -5.0765053 -1.245984e+00
## 279 NA NA 1.079354261 NA 3.4256913 1.440967e-01
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## 13492 NA NA 0.088424634 -0.041258864 2.8425226 3.464596e-01
## 1356 NA NA -0.376809239 NA 1.4502502 NA
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## 15091 NA NA 0.539210919 NA 2.0037420 5.099840e-02
## 1542 NA NA NA 0.072724739 1.8725804 NA
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## 2273 NA NA NA -0.850693555 3.5521334 NA
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## 48 3.38194231 NA 0.713859714 NA NA NA
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## 1428 NA NA 1.638896977 NA NA 1.751946e+00
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## 16981 NA NA 1.766206568 NA 3.1299639 3.480108e-01
## 1700 NA NA 2.906302050 2.944093394 5.4033906 NA
## 2169 3.19133797 0.6149147 NA NA NA NA
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## 2626 NA NA -1.489951204 NA -6.2599396 -1.451316e+00
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## 1381 NA NA 0.321288076 NA 3.4596797 3.496681e-02
## 16531 4.93380431 0.7175860 NA NA NA NA
## 1661 4.11052355 NA 2.423151536 0.371622648 3.3373906 5.482953e-01
## 2027 2.66604580 NA 0.708993415 NA 2.4962078 7.998753e-01
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## 1975 2.40426301 NA 1.704465520 NA 2.1748486 NA
## 2187 NA NA 1.854644005 NA NA 8.754732e-01
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## 2341 NA NA -0.974360105 NA -2.7662427 7.600496e-02
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## 2324 NA NA -0.993634185 NA -2.7830846 NA
## 182 3.41175150 NA NA 2.166397236 4.7185295 1.226152e+00
## 212 3.00924763 NA 1.988454465 0.633057154 NA 6.657402e-01
## 333 2.15868195 NA 0.616392212 -0.140228089 2.5506703 -9.502246e-02
## 609 -2.64990817 NA -1.185874823 NA NA -1.298035e-01
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## 1611 NA NA 0.734129462 -0.132069804 2.7865840 1.736549e-01
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## HAA_CS HAA_FC HAA_EP HAA_PO HAA_ST HAA_FS
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## 69 NA 2.7166963 NA NA NA NA
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## 55 NA NA NA NA NA NA
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## 2252 NA NA NA NA NA NA 61.63333 NA
## 2471 NA NA NA NA NA NA 66.19744 NA
## 2511 NA NA NA NA NA NA NA 97.09583
## 152 NA NA NA NA NA NA NA NA
## 307 NA NA NA NA NA NA NA NA
## 414 NA NA NA NA NA NA NA NA
## 1185 2.9579077 NA NA NA NA NA 95.98816 NA
## 1331 NA NA NA NA NA NA 100.14863 100.42985
## 1351 NA NA NA NA NA NA 115.30000 119.40000
## 1565 NA NA NA NA NA NA NA 24.14500
## 1718 NA NA NA NA NA NA 53.10000 NA
## 1808 NA NA NA NA NA NA NA 258.00000
## 2013 NA NA NA NA NA NA 108.03194 109.93578
## 2031 NA NA NA NA NA NA NA NA
## 2090 NA NA NA NA NA NA 96.07647 NA
## 598 NA NA NA NA NA NA 99.28973 99.78794
## 1155 NA NA NA NA NA NA NA NA
## 13581 NA NA NA NA NA NA 54.40000 63.60000
## 1533 NA NA NA NA NA NA 92.21892 NA
## 2025 NA NA NA NA NA NA 88.84109 NA
## 2035 NA NA NA NA NA NA 91.65357 NA
## 2307 NA NA NA NA NA NA 103.41215 NA
## 2498 NA NA NA NA NA NA 91.76034 88.30000
## 5321 NA NA NA NA NA NA 86.70031 98.81991
## 975 NA NA NA NA NA NA 105.28482 106.24452
## 1040 NA NA NA NA NA NA 90.04437 108.17500
## 1214 NA NA NA NA NA NA NA NA
## 1612 NA NA NA NA NA NA NA NA
## 2006 NA NA NA NA NA NA NA NA
## 2338 NA NA NA NA NA NA 55.55000 NA
## 2504 NA NA NA NA NA NA NA 93.88532
## 2536 NA NA NA NA NA NA 103.20000 88.60000
## 279 NA NA NA NA NA NA 98.09641 NA
## 351 NA NA NA NA NA NA NA NA
## 1336 NA NA NA NA NA NA 75.33333 NA
## 13492 NA NA NA NA NA NA 98.20506 NA
## 1356 NA NA NA NA NA NA NA NA
## 1417 NA NA NA NA NA NA 95.57273 NA
## 15091 NA NA NA NA NA NA 94.88571 NA
## 1542 NA NA NA NA NA NA NA NA
## 2055 NA NA NA NA NA NA 94.96529 107.39600
## 2273 NA NA NA NA NA NA NA NA
## 2499 NA NA NA NA NA NA 82.14182 NA
## 2566 NA NA NA NA NA NA 86.29744 NA
## 51 NA NA NA NA NA NA 87.71547 89.36152
## 365 NA NA NA NA NA NA NA NA
## 552 NA NA NA NA NA NA NA NA
## 630 NA NA NA NA NA NA NA NA
## 1493 NA NA NA NA NA NA NA NA
## 1506 NA NA NA NA NA NA NA NA
## 1514 NA NA NA NA NA NA NA NA
## 1925 NA NA NA NA NA NA NA NA
## 2349 NA NA NA NA NA NA NA NA
## 2413 NA NA NA NA NA NA 65.30000 NA
## 2629 NA NA NA NA NA NA 85.20595 NA
## 48 NA NA NA NA NA NA NA 113.69692
## 246 NA NA NA NA NA NA NA NA
## 1428 NA NA NA NA NA NA 104.82222 NA
## 14872 NA NA NA NA NA NA 90.64054 78.55000
## 1503 NA NA NA NA NA NA NA NA
## 16981 NA NA NA NA NA NA 108.75122 NA
## 1700 NA NA NA NA NA NA NA NA
## 2169 NA NA NA NA NA NA NA 44.70000
## 2178 NA NA NA NA NA NA 107.92243 107.46111
## 2626 NA NA NA NA NA NA 94.40276 NA
## 3951 NA NA NA NA NA NA 111.92238 NA
## 1270 NA NA NA NA NA NA NA 76.80000
## 1315 NA NA NA NA NA NA 116.80000 117.23548
## 1381 NA NA NA NA NA NA 104.32727 NA
## 16531 NA NA NA NA NA NA NA 52.80000
## 1661 NA NA NA NA NA NA 109.05316 95.42000
## 2027 NA NA NA NA NA NA 94.28000 133.45000
## 2128 NA NA NA NA NA NA 97.97231 NA
## 1220 NA NA NA NA NA NA 108.60204 NA
## 1369 NA NA NA NA NA NA -14.60000 NA
## 1392 NA NA NA NA NA NA NA NA
## 1751 NA NA NA NA NA NA 80.46667 NA
## 1988 NA NA NA NA NA NA NA NA
## 2153 NA NA NA NA NA NA 93.83186 NA
## 2167 NA NA NA NA NA NA 99.66719 98.63273
## 2437 NA NA NA NA NA NA 108.14130 87.06071
## 2454 -0.7926106 NA NA NA NA NA 97.32727 88.14118
## 2578 NA NA NA NA NA NA NA NA
## 1097 NA NA NA NA NA NA 90.54286 106.13152
## 1209 NA NA NA NA NA NA NA NA
## 1335 NA NA NA NA NA NA 64.50000 102.10000
## 1975 NA NA NA NA NA NA NA 97.18571
## 2187 NA NA NA NA NA NA 96.46000 NA
## 2259 NA NA NA NA NA NA NA 106.56667
## 2341 NA NA NA NA NA NA 63.17273 NA
## 2453 NA NA NA NA NA NA 52.93333 NA
## 2522 NA NA NA NA NA NA NA 94.97324
## 574 NA NA NA NA NA NA 98.46996 104.22370
## 590 NA NA NA NA NA NA 97.33455 NA
## 983 2.1071732 NA NA NA NA NA NA NA
## 1013 NA NA NA NA NA NA 92.61285 101.39310
## 2076 NA NA NA NA NA NA NA NA
## 2158 NA NA NA NA NA NA NA NA
## 2177 NA NA NA NA NA NA 57.60000 NA
## 2324 NA NA NA NA NA NA NA NA
## 182 NA NA NA NA NA NA 81.18394 99.85176
## 212 NA NA NA NA NA NA 93.60254 99.82426
## 333 NA NA NA NA NA NA 92.78087 94.76441
## 609 NA NA NA NA NA NA 93.06310 96.00787
## 1162 NA NA NA NA NA NA 90.70000 102.67297
## 1286 NA NA NA NA NA NA NA 98.86026
## 1426 NA NA NA NA NA NA NA 107.56579
## 1611 NA NA NA NA NA NA 79.97627 NA
## 1882 NA NA NA NA NA NA 96.25854 NA
## 1958 2.5445206 NA NA NA NA NA 97.13289 NA
## 2038 NA NA NA NA NA NA NA NA
## 2467 NA NA NA NA NA NA 42.10000 NA
## 756 NA NA NA NA NA NA 88.40000 135.50000
## 780 2.6215710 NA NA NA NA NA 90.09818 NA
## 991 NA NA NA NA NA NA 87.55549 NA
## 1305 NA NA NA NA NA NA 108.12895 107.20054
## 1373 NA NA NA NA NA NA NA NA
## 1459 NA NA NA NA NA NA 101.35671 NA
## 1594 NA NA NA NA NA NA NA -19.90000
## 1860 NA NA NA NA NA NA NA NA
## 613 NA NA NA NA NA NA 86.45909 NA
## 1108 NA NA NA NA NA NA 105.65561 105.56341
## 2279 NA NA NA NA NA NA NA NA
## 2310 NA NA NA NA NA NA NA 65.60000
## 2333 NA NA NA NA NA NA NA 99.69885
## 2348 NA NA NA NA NA NA 105.61935 102.35887
## 2372 NA NA NA NA NA NA 85.77215 NA
## 2526 NA NA NA NA NA NA NA NA
## 2574 NA NA NA NA NA NA NA NA
## 111 NA NA NA NA NA NA 92.68130 95.68778
## 1438 NA NA NA NA NA NA NA 104.72258
## 15041 NA NA NA NA NA NA NA NA
## 1811 NA NA NA NA NA NA NA NA
## 2092 NA NA NA NA NA NA 100.38947 NA
## 2131 NA NA NA NA NA NA NA NA
## 2410 NA NA NA NA NA NA 102.81250 110.24444
## 2539 -1.9236935 NA NA NA NA NA 107.85700 NA
## 1111 NA NA NA NA NA NA 92.68130 95.68778
## 14381 NA NA NA NA NA NA NA 104.72258
## 15042 NA NA NA NA NA NA NA NA
## 18111 NA NA NA NA NA NA NA NA
## 20921 NA NA NA NA NA NA 100.38947 NA
## 21311 NA NA NA NA NA NA NA NA
## 24101 NA NA NA NA NA NA 102.81250 110.24444
## 25391 -1.9236935 NA NA NA NA NA 107.85700 NA
## 529 NA NA NA NA NA NA NA NA
## 638 NA NA NA NA NA NA 100.30646 NA
## 951 NA NA NA NA NA NA NA NA
## 1505 NA NA NA NA NA NA NA 100.67097
## 1614 NA NA NA NA NA NA NA NA
## 1927 NA NA NA NA NA NA 97.52593 102.35192
## 2481 NA NA NA NA NA NA 91.36727 101.61200
## 2590 NA NA NA NA NA NA 104.28889 NA
## 467 NA NA NA NA NA NA 112.55664 NA
## Pit_plus_FA Pit_plus_SI Pit_plus_SL Pit_plus_KC Pit_plus_FC Pit_plus_FS
## 479 87.92610 101.77532 115.63753 NA 91.36304 NA
## 532 99.82187 NA NA NA 99.56130 NA
## 1032 NA 100.98539 NA NA NA NA
## 1042 95.89412 101.49167 109.66000 NA NA NA
## 1047 104.90000 NA 97.10000 NA NA NA
## 1964 88.13151 82.26296 96.76291 NA NA NA
## 2148 NA NA NA NA NA NA
## 2154 NA NA NA NA NA NA
## 2192 NA 98.87500 113.08889 NA 104.17895 NA
## 2241 113.24118 93.70390 92.27222 NA NA NA
## 447 98.19709 89.13542 102.63169 NA NA 110.26690
## 490 93.98485 94.78532 NA 90.23562 92.38881 NA
## 496 94.62153 83.73074 NA NA 91.32355 NA
## 923 102.28259 90.85714 103.88724 143.65000 NA NA
## 1038 68.46019 91.54204 NA NA NA NA
## 1960 NA NA NA NA NA NA
## 1984 88.13000 NA 92.12022 NA NA 96.25000
## 1996 NA NA NA NA NA NA
## 2009 95.26750 NA NA NA 96.65185 NA
## 2051 108.05390 104.68364 102.98148 NA NA NA
## 2085 99.54414 98.79574 107.57044 NA NA 105.61600
## 342 76.95838 96.24526 104.28373 NA NA NA
## 362 99.39101 NA 104.74332 NA NA 117.04019
## 896 87.50309 NA 112.54348 NA NA NA
## 1195 101.11909 90.75357 107.54675 NA NA NA
## 1389 87.40270 NA 104.70577 NA NA NA
## 1393 93.50000 NA NA NA NA NA
## 1463 97.45789 NA 120.71475 NA NA NA
## 1767 97.58108 NA 109.95357 NA NA NA
## 2587 NA 87.27703 80.15082 NA NA NA
## 2607 92.84768 NA 92.67390 NA NA NA
## 137 96.42247 NA 106.05422 NA NA NA
## 258 95.64080 NA 107.12669 92.52187 NA NA
## 377 83.72460 72.92463 73.62096 NA NA NA
## 1581 84.40556 NA NA NA NA NA
## 1640 75.20727 NA 91.71842 NA NA NA
## 2382 92.49774 99.60903 102.83644 NA NA NA
## 2503 106.25637 NA 67.26250 NA NA NA
## 2622 101.72867 NA NA NA NA NA
## 69 104.36745 NA 105.19475 NA 92.45759 NA
## 136 94.81796 90.82055 93.85201 NA NA NA
## 1101 87.54709 92.63045 100.49209 NA NA NA
## 1268 98.81508 96.11507 NA 95.46197 NA NA
## 1279 106.89726 106.88707 105.51631 NA NA NA
## 1308 92.30201 NA 117.45250 97.15455 93.21739 NA
## 1324 NA NA 65.70000 NA NA NA
## 1330 91.77624 90.75671 106.74543 NA NA NA
## 2104 NA NA 46.40000 NA NA NA
## 2314 115.65595 NA 100.23871 NA NA NA
## 2381 94.71884 95.88511 104.90630 NA NA NA
## 55 88.11864 96.45395 109.31473 NA NA NA
## 1153 100.59740 101.46965 99.91938 NA NA NA
## 1439 92.50000 NA 96.21667 NA NA NA
## 1617 98.19551 98.10508 108.53151 NA NA NA
## 1653 NA NA NA NA NA NA
## 1737 88.52151 89.32500 106.19046 NA NA NA
## 1926 104.41948 100.12360 NA NA 102.92857 NA
## 2300 77.60000 97.19737 93.27000 NA NA NA
## 238 98.65860 89.26819 114.65357 NA NA NA
## 1077 94.11792 87.22452 111.14197 NA NA NA
## 1159 109.31111 89.90000 103.52308 NA 113.88000 NA
## 1253 NA NA 110.40000 NA NA NA
## 1387 88.56136 NA 108.33673 NA NA NA
## 1450 87.90000 98.40000 NA NA NA NA
## 1915 85.34828 NA 105.30000 NA NA NA
## 2483 111.60000 NA 93.00000 NA NA NA
## 612 82.89839 88.95953 115.54500 NA NA NA
## 1229 NA NA NA NA NA NA
## 1231 99.64375 NA 106.35556 NA 103.20455 NA
## 1349 88.87500 83.54118 92.90000 NA NA NA
## 1553 110.14554 107.04690 112.09409 NA NA NA
## 1660 93.06261 98.28474 112.17292 NA NA NA
## 1663 89.77517 NA 107.79785 NA 96.22553 NA
## 1959 NA NA NA NA NA NA
## 6121 82.89839 88.95953 115.54500 NA NA NA
## 12291 NA NA NA NA NA NA
## 12311 99.64375 NA 106.35556 NA 103.20455 NA
## 13491 88.87500 83.54118 92.90000 NA NA NA
## 15531 110.14554 107.04690 112.09409 NA NA NA
## 16601 93.06261 98.28474 112.17292 NA NA NA
## 16631 89.77517 NA 107.79785 NA 96.22553 NA
## 19591 NA NA NA NA NA NA
## 476 96.26781 122.90000 111.11732 NA 99.22709 NA
## 527 85.22865 89.47671 96.74218 NA NA NA
## 576 87.44177 NA NA NA 98.28010 NA
## 2047 NA NA NA NA NA NA
## 2118 95.34485 NA 99.24904 NA NA NA
## 2133 98.38299 99.79697 102.19463 NA 65.25556 NA
## 2134 70.80000 NA NA NA NA NA
## 2139 92.38991 NA 91.50927 NA NA NA
## 2181 93.21250 NA 103.50465 NA NA NA
## 2190 82.22016 NA 91.17143 NA 94.36857 NA
## 2205 120.12000 NA 125.58771 NA 112.67318 NA
## 2206 99.26918 97.16336 114.78390 NA NA NA
## 758 94.09486 NA 116.50860 NA 96.50810 121.98059
## 820 NA 91.94649 96.01200 NA 86.82239 NA
## 1535 99.84241 NA NA NA NA NA
## 1546 111.05784 NA 104.63139 NA NA NA
## 1555 91.40136 93.39508 NA NA 93.77424 NA
## 1618 123.37500 103.37273 121.54211 NA 110.18000 NA
## 1684 98.35425 NA 107.28333 95.35728 NA NA
## 1740 83.13667 NA 110.57447 NA NA NA
## 1746 95.96000 NA 115.69688 NA NA NA
## 2515 NA 99.36893 105.87647 NA NA NA
## 2577 101.44719 NA 103.67208 NA NA NA
## 537 89.92421 NA 106.09360 NA NA NA
## 960 102.90405 NA 108.37857 98.69434 NA NA
## 1068 90.42485 NA NA NA 99.23208 NA
## 12531 NA NA 110.40000 NA NA NA
## 1301 101.62105 95.16121 112.58049 NA 90.26828 NA
## 1487 89.64182 NA 109.39796 NA NA NA
## 1508 94.93302 NA NA NA 95.01172 NA
## 1735 93.45312 91.87692 105.97222 NA NA NA
## 2294 87.94762 55.10000 98.78400 NA NA NA
## 805 84.20000 106.10000 NA NA NA NA
## 1563 100.26814 NA NA 90.94000 86.90526 NA
## 1576 NA NA NA NA NA NA
## 1578 93.34783 NA 118.90000 NA NA 97.97910
## 1588 NA NA 127.70000 NA NA NA
## 1606 101.36026 NA 113.04866 85.95000 NA NA
## 1644 NA NA NA NA NA NA
## 1650 90.26716 NA 108.55238 NA 93.87778 NA
## 1655 NA NA NA NA NA NA
## 1679 94.57865 NA 105.43502 NA NA NA
## 1698 111.14711 NA 103.39744 NA NA NA
## 1712 NA NA NA NA NA NA
## 1722 90.68571 90.62083 96.91407 NA NA NA
## 1745 87.70000 95.40837 101.51784 NA NA NA
## 2562 84.59065 NA 71.18500 NA NA NA
## 366 95.87758 NA 103.40664 NA 102.46145 NA
## 389 92.36756 99.62773 99.72980 NA NA NA
## 424 NA 96.27558 102.88531 NA NA NA
## 1627 NA NA NA NA NA NA
## 1668 105.81361 106.00000 106.00167 98.08066 99.80459 NA
## 2123 NA NA NA NA NA NA
## 2146 106.82095 99.03018 109.40351 NA NA NA
## 21811 93.21250 NA 103.50465 NA NA NA
## 231 92.38438 NA NA NA 107.28315 NA
## 592 98.45446 98.36531 105.48100 NA NA NA
## 813 83.10000 NA 95.00000 NA NA NA
## 1088 86.22803 NA NA NA 90.51379 NA
## 1449 106.80597 102.17586 112.70480 NA NA NA
## 1670 101.89508 93.75929 104.66181 NA NA NA
## 1945 95.79632 104.63190 99.84183 NA NA 101.85500
## 2306 NA NA NA NA NA NA
## 2527 NA 95.09311 99.67477 NA 83.19180 NA
## 340 100.53192 99.33093 106.09453 NA 90.84921 NA
## 429 90.26864 93.22347 103.07707 NA 95.45601 NA
## 807 112.72825 NA 125.07886 NA NA NA
## 9231 102.28259 90.85714 103.88724 143.65000 NA NA
## 1867 90.16818 NA NA NA NA NA
## 1956 83.81111 NA 115.11351 NA NA NA
## 2334 89.80000 73.10000 115.00000 NA NA NA
## 2450 88.58030 100.03192 99.33878 NA NA NA
## 372 98.13570 NA 101.33426 108.56840 NA NA
## 412 79.25700 NA NA NA 85.14664 NA
## 775 85.98947 NA 95.59512 NA 58.70000 NA
## 1358 97.70000 NA 158.50000 NA NA NA
## 1448 83.11250 82.23804 97.61503 NA NA NA
## 1899 155.80000 93.10000 96.40000 NA 101.50000 NA
## 1939 88.20000 NA NA NA NA NA
## 2302 98.39167 101.98846 95.24444 NA NA NA
## 347 NA 96.30196 110.31764 NA NA NA
## 743 106.46901 103.71693 111.30684 NA NA NA
## 1374 57.90000 NA 82.80000 NA NA NA
## 1376 80.80299 34.72000 60.20000 NA NA NA
## 14871 89.64182 NA 109.39796 NA NA NA
## 1509 102.73333 127.40000 112.37778 NA NA NA
## 1874 157.70000 NA NA NA NA NA
## 2270 81.95422 NA 101.38810 NA NA NA
## 711 117.03152 121.19200 114.52747 111.34237 NA NA
## 10421 95.89412 101.49167 109.66000 NA NA NA
## 1161 85.80000 NA NA 111.14876 98.03758 NA
## 1235 94.55426 NA 111.10836 NA NA NA
## 1300 NA NA NA NA NA NA
## 1320 90.63671 NA 104.97732 NA NA NA
## 2238 NA 92.05000 121.60000 NA 105.10000 NA
## 2569 91.81321 87.58454 109.92512 NA 92.66121 NA
## 395 98.20223 NA NA NA NA NA
## 1429 90.58636 98.12989 116.63478 NA NA NA
## 1440 104.10000 95.90000 141.50000 NA NA NA
## 1443 96.60619 NA NA NA NA NA
## 1474 100.91906 NA 114.01821 NA NA 98.09898
## 1501 87.86074 NA 112.41250 NA NA NA
## 1502 115.31548 97.40800 106.66667 NA NA 85.00000
## 1504 88.47895 NA 118.69091 NA NA NA
## 1516 107.87047 NA NA NA 58.90000 NA
## 1922 97.52603 NA 96.50323 NA NA NA
## 222 105.86280 NA 105.45354 NA NA NA
## 4791 87.92610 101.77532 115.63753 NA 91.36304 NA
## 1254 100.69765 93.78453 98.64762 NA NA NA
## 1343 NA NA 87.20000 NA NA NA
## 1671 NA 100.03187 106.42152 NA NA 102.30000
## 1705 105.77741 35.98333 96.06667 NA NA 113.20606
## 1719 97.75909 95.10170 110.81855 NA NA NA
## 1830 100.48776 NA 99.50000 NA NA NA
## 1172 98.04074 NA 104.19412 NA NA NA
## 11951 101.11909 90.75357 107.54675 NA NA NA
## 1311 81.29251 67.95143 102.63020 NA NA NA
## 1313 96.91232 89.00957 94.18760 NA NA NA
## 1353 93.84286 127.42500 NA NA 65.95714 NA
## 1360 103.40000 84.61691 NA NA NA NA
## 1895 89.87252 NA 100.85000 NA NA NA
## 1983 NA NA NA NA NA NA
## 2248 90.45221 NA 103.02443 NA NA NA
## 2357 106.24313 NA 107.81800 NA NA NA
## 226 103.54271 NA 109.87790 NA NA NA
## 480 109.95973 NA 108.05305 NA 101.74944 NA
## 845 81.48611 92.88111 107.93938 NA NA NA
## 1552 77.28308 91.03333 101.60667 NA NA NA
## 1609 112.15466 95.03904 96.45110 NA NA NA
## 1703 NA NA NA NA NA NA
## 1728 96.61333 98.47500 101.18286 NA NA 105.97200
## 2145 103.70000 NA 122.62941 NA NA NA
## 249 103.73206 NA 98.31022 NA NA NA
## 251 94.00216 90.02583 105.30966 NA NA NA
## 506 95.84095 NA NA NA 83.59718 NA
## 556 85.74033 90.73892 103.40015 NA NA NA
## 1208 98.91818 89.31311 105.90602 NA NA NA
## 1283 105.44034 NA 84.85344 NA NA NA
## 1284 94.90026 NA 109.22187 NA NA 61.28333
## 2345 75.13373 95.63218 98.07673 NA NA NA
## 2565 85.65918 60.38061 103.80425 NA NA NA
## 317 95.31954 98.41674 121.57020 NA 105.74607 NA
## 335 103.89023 NA 107.04402 NA NA NA
## 663 91.70154 98.22503 NA NA NA NA
## 1333 95.51250 91.39245 107.01813 NA NA NA
## 1475 98.93200 NA 110.39412 NA NA NA
## 19961 NA NA NA NA NA NA
## 2113 109.86393 NA 123.69283 NA NA NA
## 2368 NA 90.12222 105.19559 NA NA NA
## 22 NA NA 96.26123 116.98730 109.45589 NA
## 63 107.51714 NA NA 109.41027 NA NA
## 168 110.24732 90.36265 110.50176 NA NA NA
## 174 109.92408 NA NA NA 97.67677 NA
## 673 92.39020 NA 115.25503 NA 104.92649 NA
## 1177 103.86697 91.85146 102.72761 NA NA NA
## 1180 107.32632 NA NA 110.47007 NA NA
## 1260 76.03878 NA 105.73200 NA NA NA
## 1744 111.83922 95.20055 91.21237 NA NA NA
## 1759 102.69609 59.70000 112.78809 NA NA NA
## 2222 NA 91.91741 101.92774 NA NA NA
## 2362 86.25724 86.43158 NA NA NA NA
## 2530 76.86212 NA 78.01316 NA NA NA
## 2600 95.25030 100.81148 109.97586 NA NA NA
## 2641 94.63741 NA 93.66349 NA NA NA
## 7581 94.09486 NA 116.50860 NA 96.50810 121.98059
## 1178 107.58641 97.97040 93.19667 NA NA NA
## 1287 94.63960 NA 104.40667 NA 88.92857 NA
## 1445 NA NA 97.30000 NA NA NA
## 19561 83.81111 NA 115.11351 NA NA NA
## 2229 93.42828 NA 106.35370 NA NA NA
## 2246 46.96250 86.52149 85.30000 NA NA NA
## 2312 79.22778 92.99574 NA 103.72692 78.52500 NA
## 2412 90.66109 NA 89.40704 NA NA NA
## 173 108.57572 NA 118.59714 NA NA NA
## 315 113.02835 NA 108.56060 NA NA NA
## 376 110.18178 NA NA 116.23739 NA NA
## 1630 NA NA NA NA NA NA
## 1646 97.08611 86.65634 103.50833 NA NA NA
## 1683 NA 101.43241 95.73906 NA NA 112.05368
## 1891 81.23333 99.88383 99.08636 NA NA NA
## 1930 NA 112.93571 NA NA 125.62571 NA
## 2007 79.66667 93.39831 119.68608 NA NA NA
## 2252 NA 83.02366 99.25849 NA NA NA
## 2471 96.29091 NA 95.37672 NA NA NA
## 2511 91.49820 NA 111.55532 NA NA NA
## 152 86.65370 105.03402 126.95677 NA NA NA
## 307 103.13849 93.63167 117.37564 NA NA NA
## 414 93.66742 110.24674 122.91946 NA 99.26267 NA
## 1185 107.85081 NA NA 111.35700 101.68469 NA
## 1331 100.36233 100.96136 NA NA 89.63592 NA
## 1351 91.60000 NA 95.00000 NA NA NA
## 1565 58.60000 NA 40.00000 NA NA NA
## 1718 NA NA NA NA NA NA
## 1808 NA NA NA NA NA NA
## 2013 102.63267 56.90000 110.61340 NA NA NA
## 2031 NA NA NA NA NA NA
## 2090 96.25857 96.30000 98.72353 NA NA NA
## 598 87.08192 NA NA NA 89.55035 NA
## 1155 105.41882 102.81667 98.68696 NA NA NA
## 13581 97.70000 NA 158.50000 NA NA NA
## 1533 90.84182 NA 109.91860 NA 109.44357 NA
## 2025 99.00794 92.01515 100.56266 NA 96.36433 NA
## 2035 90.40816 NA 111.47671 NA NA NA
## 2307 91.25138 94.69205 112.16316 NA NA NA
## 2498 94.18679 NA NA NA 91.37576 NA
## 5321 99.82187 NA NA NA 99.56130 NA
## 975 99.06585 NA 96.07155 NA NA NA
## 1040 94.77742 96.33919 NA NA NA NA
## 1214 94.47457 NA 116.87692 NA 98.47705 NA
## 1612 NA NA NA NA NA NA
## 2006 NA NA NA NA NA NA
## 2338 87.90000 99.32500 100.25385 NA 98.19667 NA
## 2504 NA 81.06136 NA NA NA NA
## 2536 92.40000 NA 112.90000 NA NA NA
## 279 104.26484 NA 113.82109 NA NA NA
## 351 113.03277 NA NA NA 103.23075 94.54152
## 1336 83.89556 NA 106.55000 NA NA NA
## 13492 88.87500 83.54118 92.90000 NA NA NA
## 1356 95.97457 NA 111.02361 NA NA 110.14646
## 1417 80.15636 86.72258 104.46863 NA NA NA
## 15091 102.73333 127.40000 112.37778 NA NA NA
## 1542 NA 105.53184 102.43893 NA 103.50464 NA
## 2055 94.57928 91.46352 107.04235 NA NA NA
## 2273 NA 111.80000 77.20000 NA NA NA
## 2499 90.23981 95.81138 102.64247 NA NA NA
## 2566 102.64433 103.10000 94.00000 NA 60.60000 NA
## 51 96.94388 92.48852 NA NA 89.75079 NA
## 365 81.00827 94.75741 93.87398 NA NA 82.12444
## 552 94.42336 NA 104.45713 NA NA 86.69351
## 630 103.68738 106.12636 105.28677 NA 91.94859 NA
## 1493 93.10000 NA 80.70000 NA NA NA
## 1506 98.81111 NA 125.99547 NA 110.21119 NA
## 1514 NA NA 94.00000 NA 64.80000 NA
## 1925 86.79707 NA 100.11930 NA NA 99.65937
## 2349 93.47399 58.80000 103.20500 NA NA NA
## 2413 117.90000 52.40000 NA NA NA NA
## 2629 NA 85.05699 101.26270 NA NA NA
## 48 NA NA NA NA NA NA
## 246 98.64694 97.72513 112.11325 NA NA NA
## 1428 93.01010 NA NA NA NA NA
## 14872 89.64182 NA 109.39796 NA NA NA
## 1503 92.83409 87.81102 108.61529 NA NA NA
## 16981 111.14711 NA 103.39744 NA NA NA
## 1700 111.66959 102.30903 101.32981 NA NA NA
## 2169 NA NA NA NA NA NA
## 2178 94.91751 NA 114.02937 NA NA NA
## 2626 97.21333 NA 70.37000 NA NA NA
## 3951 98.20223 NA NA NA NA NA
## 1270 NA NA 68.30000 NA 78.80000 NA
## 1315 100.50000 NA NA NA NA NA
## 1381 89.72500 NA 112.37222 NA NA NA
## 16531 NA NA NA NA NA NA
## 1661 94.46009 104.50606 97.45545 NA NA NA
## 2027 103.25578 NA 106.95436 NA NA NA
## 2128 107.19757 NA 108.71479 NA NA NA
## 1220 NA 79.14366 92.06667 NA NA NA
## 1369 NA NA 101.00000 NA NA NA
## 1392 55.75000 94.07821 107.41121 NA NA NA
## 1751 109.92643 NA 109.79007 NA NA NA
## 1988 92.39242 96.33750 121.10212 NA NA NA
## 2153 106.94090 NA 113.73022 NA NA NA
## 2167 98.83851 NA NA NA NA NA
## 2437 96.94400 NA 95.49444 NA NA NA
## 2454 90.81268 81.73333 103.35469 NA NA NA
## 2578 NA 99.95940 NA NA 108.62386 NA
## 1097 96.17636 94.80000 103.79191 NA NA NA
## 1209 NA 76.10000 130.00000 NA NA NA
## 1335 91.11975 NA 109.81103 NA NA NA
## 1975 84.05278 NA 109.42350 NA NA NA
## 2187 96.88944 NA 112.23746 NA NA NA
## 2259 56.10000 NA 87.79216 NA NA NA
## 2341 93.14462 NA 102.99459 NA NA NA
## 2453 89.96641 91.39575 109.50488 NA NA NA
## 2522 92.96854 NA 101.81914 NA NA NA
## 574 NA 88.44699 NA NA 89.86136 NA
## 590 108.46926 NA 108.64475 NA NA NA
## 983 98.71789 82.30000 99.40185 102.54209 NA 116.82530
## 1013 95.22397 84.48025 NA NA 99.35789 NA
## 2076 NA NA NA NA NA NA
## 2158 -11.50000 70.10000 125.40000 NA NA NA
## 2177 NA 87.28551 90.83689 NA NA NA
## 2324 87.07676 NA 102.42965 NA NA NA
## 182 NA 85.41585 95.65965 NA 99.57441 NA
## 212 98.27079 96.06972 NA NA 99.26428 NA
## 333 92.20525 99.67378 99.20567 NA NA NA
## 609 91.18978 NA NA NA NA NA
## 1162 84.09149 82.14485 NA NA 109.64019 NA
## 1286 58.70000 97.99955 110.55387 NA NA NA
## 1426 99.84265 97.95167 NA NA NA NA
## 1611 100.38791 94.81019 101.91607 NA NA NA
## 1882 100.99969 NA 114.28856 NA NA NA
## 1958 99.63074 94.79266 113.17965 114.32352 NA NA
## 2038 96.44888 NA 104.71552 NA NA 115.87186
## 2467 56.50000 98.73671 94.81260 NA NA NA
## 756 92.30000 NA 66.10000 NA NA NA
## 780 106.48248 NA 103.88504 86.38414 NA NA
## 991 NA 90.47769 104.02519 NA NA NA
## 1305 103.48068 NA 106.63333 NA NA NA
## 1373 NA NA NA NA NA NA
## 1459 99.58380 NA 101.85195 NA 101.09600 NA
## 1594 NA NA NA NA NA NA
## 1860 NA NA NA NA NA NA
## 613 86.86491 94.97803 99.46695 NA NA NA
## 1108 98.89591 87.80276 106.63353 NA NA NA
## 2279 109.33333 NA 101.86500 NA NA NA
## 2310 NA NA NA NA NA NA
## 2333 105.44845 85.10000 NA NA NA NA
## 2348 NA 98.31629 NA NA NA NA
## 2372 NA 89.54564 105.16020 NA NA NA
## 2526 NA 78.90000 103.50000 NA NA NA
## 2574 94.91452 58.76667 102.25789 NA 104.03429 NA
## 111 66.45714 85.22219 84.39134 NA NA NA
## 1438 85.33182 94.81231 112.68163 NA NA NA
## 15041 88.47895 NA 118.69091 NA NA NA
## 1811 NA NA NA NA NA NA
## 2092 98.32308 71.55000 87.50000 NA NA NA
## 2131 NA NA NA NA NA NA
## 2410 113.50000 NA NA NA NA NA
## 2539 97.28659 NA NA 99.62346 NA NA
## 1111 66.45714 85.22219 84.39134 NA NA NA
## 14381 85.33182 94.81231 112.68163 NA NA NA
## 15042 88.47895 NA 118.69091 NA NA NA
## 18111 NA NA NA NA NA NA
## 20921 98.32308 71.55000 87.50000 NA NA NA
## 21311 NA NA NA NA NA NA
## 24101 113.50000 NA NA NA NA NA
## 25391 97.28659 NA NA 99.62346 NA NA
## 529 91.37293 NA NA NA NA NA
## 638 NA 95.85455 109.50863 NA NA NA
## 951 104.91651 NA 101.90901 NA 104.41111 112.31325
## 1505 96.20260 NA NA NA NA NA
## 1614 108.97630 NA 109.14286 NA 93.36144 NA
## 1927 109.19259 102.74167 NA NA 96.52261 NA
## 2481 86.98153 NA 102.09953 NA NA NA
## 2590 103.46940 NA NA NA 106.53471 NA
## 467 97.64559 NA 101.45992 NA NA NA
## Pit_plus_FO Pitching_plus NumberofStuffPitches plus_stuff_pitches
## 479 NA 95.14252 2 2
## 532 NA 98.07501 0 0
## 1032 NA 98.66458 1 1
## 1042 NA 100.23722 2 2
## 1047 NA 99.26786 1 1
## 1964 NA 92.16672 0 0
## 2148 NA 90.71667 0 0
## 2154 NA NA 0 0
## 2192 NA 103.36316 2 2
## 2241 NA 91.77831 1 1
## 447 NA 103.51765 2 2
## 490 NA 93.94822 0 0
## 496 NA 91.49205 1 1
## 923 NA 101.75376 3 3
## 1038 NA 97.03367 1 1
## 1960 NA NA 0 0
## 1984 NA 90.17756 0 0
## 1996 NA 69.51111 0 0
## 2009 NA 101.23250 1 1
## 2051 NA 105.47439 3 3
## 2085 NA 105.42648 3 3
## 342 NA 97.60422 2 2
## 362 NA 104.76339 2 2
## 896 NA 92.69394 1 1
## 1195 NA 102.85822 2 2
## 1389 NA 95.48915 1 1
## 1393 NA 95.52813 0 0
## 1463 NA 103.80823 2 2
## 1767 NA 103.92731 2 2
## 2587 NA 84.05704 0 0
## 2607 NA 93.68370 0 0
## 137 NA 100.49031 2 2
## 258 NA 99.51893 1 1
## 377 NA 86.16527 0 0
## 1581 NA 78.00891 0 0
## 1640 NA 90.03023 1 1
## 2382 NA 100.24771 2 2
## 2503 NA 104.90483 2 2
## 2622 NA 94.71279 1 1
## 69 NA 100.94026 2 2
## 136 NA 95.34957 1 1
## 1101 NA 94.71066 1 1
## 1268 NA 97.47334 0 0
## 1279 NA 106.07179 4 4
## 1308 NA 95.93725 1 1
## 1324 NA 65.70000 0 0
## 1330 NA 96.00145 1 1
## 2104 NA 48.03333 0 0
## 2314 NA 111.50000 2 2
## 2381 NA 99.48061 1 1
## 55 NA 95.23156 1 1
## 1153 NA 101.09362 3 3
## 1439 NA 93.61500 0 0
## 1617 NA 101.03130 2 2
## 1653 NA 52.80000 0 0
## 1737 NA 98.26942 2 2
## 1926 NA 104.84050 5 5
## 2300 NA 92.35606 0 0
## 238 NA 99.71652 1 1
## 1077 NA 98.54978 1 1
## 1159 NA 105.78636 3 3
## 1253 NA 110.40000 1 1
## 1387 NA 99.39598 2 2
## 1450 NA 86.43333 0 0
## 1915 NA 92.71667 2 2
## 2483 NA 102.30000 1 1
## 612 NA 93.17015 2 2
## 1229 NA NA 0 0
## 1231 NA 100.16930 2 2
## 1349 NA 91.70455 0 0
## 1553 NA 110.56609 3 3
## 1660 NA 102.08952 1 1
## 1663 NA 96.75006 1 1
## 1959 NA NA 0 0
## 6121 NA 93.17015 2 2
## 12291 NA NA 0 0
## 12311 NA 100.16930 2 2
## 13491 NA 91.70455 0 0
## 15531 NA 110.56609 3 3
## 16601 NA 102.08952 1 1
## 16631 NA 96.75006 1 1
## 19591 NA NA 0 0
## 476 NA 99.16354 2 2
## 527 NA 93.65373 1 1
## 576 NA 91.27757 1 1
## 2047 NA 90.15714 0 0
## 2118 NA 96.05343 0 0
## 2133 NA 98.97730 2 2
## 2134 NA 70.94091 0 0
## 2139 NA 91.73199 0 0
## 2181 NA 98.54458 1 1
## 2190 NA 85.33941 0 0
## 2205 NA 116.74170 3 3
## 2206 NA 102.19660 1 1
## 758 NA 104.54447 2 2
## 820 NA 95.91626 1 1
## 1535 NA 97.52439 0 0
## 1546 NA 108.14599 3 3
## 1555 NA 92.34161 0 0
## 1618 NA 112.66812 4 4
## 1684 NA 98.17463 1 1
## 1740 NA 94.63351 1 1
## 1746 NA 104.88052 2 2
## 2515 NA 104.47105 1 1
## 2577 NA 101.89448 2 2
## 537 NA 94.23333 1 1
## 960 NA 103.62724 2 2
## 1068 NA 96.33190 1 1
## 12531 NA 110.40000 1 1
## 1301 NA 98.73462 2 2
## 1487 NA 94.60556 1 1
## 1508 NA 94.40268 0 0
## 1735 NA 99.84153 3 3
## 2294 NA 100.02727 0 0
## 805 NA 98.78313 2 2
## 1563 NA 99.11995 1 1
## 1576 NA NA 0 0
## 1578 NA 95.79927 1 1
## 1588 NA 121.62000 1 1
## 1606 NA 106.51476 3 3
## 1644 NA 89.25429 1 1
## 1650 NA 98.78849 1 1
## 1655 NA 74.60000 0 0
## 1679 NA 98.53504 1 1
## 1698 NA 107.77113 3 3
## 1712 NA NA 0 0
## 1722 NA 92.23931 0 0
## 1745 NA 100.27337 2 2
## 2562 NA 81.39302 0 0
## 366 NA 99.24949 4 4
## 389 NA 101.02882 1 1
## 424 NA 106.32174 2 2
## 1627 NA NA 0 0
## 1668 NA 103.05491 3 3
## 2123 NA 87.25000 0 0
## 2146 NA 102.12765 2 2
## 21811 NA 98.54458 1 1
## 231 NA 100.99532 2 2
## 592 NA 98.23288 1 1
## 813 NA 87.69398 0 0
## 1088 NA 95.29802 1 1
## 1449 NA 108.87860 4 4
## 1670 NA 99.36931 2 2
## 1945 NA 101.61031 2 2
## 2306 NA 141.00000 2 2
## 2527 NA 95.81413 0 0
## 340 NA 99.87510 2 2
## 429 NA 93.91243 1 1
## 807 NA 117.07755 4 4
## 9231 NA 101.75376 3 3
## 1867 NA 97.05581 2 2
## 1956 NA 96.88713 1 1
## 2334 NA 89.52381 1 1
## 2450 NA 98.94716 2 2
## 372 NA 100.05977 2 2
## 412 NA 87.37143 1 1
## 775 NA 92.39789 2 2
## 1358 NA 77.95714 1 1
## 1448 NA 87.45376 0 0
## 1899 NA 93.44130 2 2
## 1939 NA 39.48276 0 0
## 2302 NA 99.05000 1 1
## 347 NA 101.95569 1 1
## 743 NA 106.62639 4 4
## 1374 NA 66.79286 0 0
## 1376 NA 89.06667 0 0
## 14871 NA 94.60556 1 1
## 1509 NA 104.15789 3 3
## 1874 NA 89.61154 1 1
## 2270 NA 87.06928 1 1
## 711 NA 113.78806 5 5
## 10421 NA 100.23722 2 2
## 1161 NA 102.20419 1 1
## 1235 NA 104.12887 2 2
## 1300 NA NA 0 0
## 1320 NA 96.20041 1 1
## 2238 NA 99.99333 3 3
## 2569 NA 97.16730 2 2
## 395 NA 106.00021 1 1
## 1429 NA 105.23243 2 2
## 1440 NA 113.61429 2 2
## 1443 NA 96.92500 0 0
## 1474 NA 104.88792 2 2
## 1501 NA 99.33930 1 1
## 1502 NA 103.92895 2 2
## 1504 NA 107.65192 1 1
## 1516 NA 104.39646 1 1
## 1922 NA 97.22115 0 0
## 222 NA 105.19308 3 3
## 4791 NA 95.14252 2 2
## 1254 NA 101.83384 2 2
## 1343 NA 119.13333 1 1
## 1671 NA 102.16912 3 3
## 1705 NA 105.06226 2 2
## 1719 NA 102.76731 1 1
## 1830 NA 100.58444 2 2
## 1172 NA 99.73655 1 1
## 11951 NA 102.85822 2 2
## 1311 NA 88.19396 1 1
## 1313 NA 95.37013 0 0
## 1353 NA 106.76414 2 2
## 1360 NA 86.08554 1 1
## 1895 NA 94.19352 2 2
## 1983 NA 86.20000 0 0
## 2248 NA 94.41780 1 1
## 2357 NA 108.04966 4 4
## 226 NA 104.95134 3 3
## 480 NA 105.18471 3 3
## 845 NA 98.08223 2 2
## 1552 NA 86.67565 1 1
## 1609 NA 103.89913 2 2
## 1703 NA -140.90000 0 0
## 1728 NA 100.99212 2 2
## 2145 NA 108.96977 2 2
## 249 NA 101.49155 2 2
## 251 NA 101.46912 2 2
## 506 NA 96.51015 1 1
## 556 NA 93.91515 2 2
## 1208 NA 98.94038 1 1
## 1283 NA 102.57724 1 1
## 1284 NA 103.26837 2 2
## 2345 NA 88.54073 0 0
## 2565 NA 89.44968 1 1
## 317 NA 105.79273 2 2
## 335 NA 105.71362 2 2
## 663 NA 97.63043 1 1
## 1333 NA 102.53605 1 1
## 1475 NA 101.42564 1 1
## 19961 NA 69.51111 0 0
## 2113 NA 114.13872 2 2
## 2368 NA 95.95667 1 1
## 22 NA 108.38202 2 2
## 63 NA 108.36241 2 2
## 168 NA 108.24719 2 2
## 174 NA 108.55171 2 2
## 673 NA 97.93119 3 3
## 1177 NA 100.29456 3 3
## 1180 NA 108.44687 2 2
## 1260 NA 97.78621 2 2
## 1744 NA 96.58994 1 1
## 1759 NA 105.35990 2 2
## 2222 NA 97.06371 1 1
## 2362 NA 88.67249 0 0
## 2530 NA 74.43654 0 0
## 2600 NA 103.40859 3 3
## 2641 NA 93.71194 0 0
## 7581 NA 104.54447 2 2
## 1178 NA 97.28347 1 1
## 1287 NA 100.47153 2 2
## 1445 NA 109.26471 1 1
## 19561 NA 96.88713 1 1
## 2229 NA 98.03626 1 1
## 2246 NA 84.35941 0 0
## 2312 NA 95.83478 2 2
## 2412 NA 91.78735 0 0
## 173 NA 110.94228 2 2
## 315 NA 111.00768 2 2
## 376 NA 110.94826 2 2
## 1630 NA 90.60000 0 0
## 1646 NA 97.31137 1 1
## 1683 NA 101.64063 2 2
## 1891 NA 99.10272 0 0
## 1930 NA 114.47236 3 3
## 2007 NA 100.99980 1 1
## 2252 NA 88.36000 0 0
## 2471 NA 90.77500 0 0
## 2511 NA 97.43591 1 1
## 152 NA 109.19231 2 2
## 307 NA 109.83155 2 2
## 414 NA 109.06931 2 2
## 1185 NA 106.77634 3 3
## 1331 NA 98.61657 4 4
## 1351 NA 101.08696 2 2
## 1565 NA 32.38889 0 0
## 1718 NA 53.10000 0 0
## 1808 NA 119.30833 1 1
## 2013 NA 105.84775 4 4
## 2031 NA NA 0 0
## 2090 NA 96.73943 0 0
## 598 NA 91.07018 0 0
## 1155 NA 101.95608 2 2
## 13581 NA 77.95714 1 1
## 1533 NA 99.66929 2 2
## 2025 NA 97.31965 1 1
## 2035 NA 100.24853 1 1
## 2307 NA 100.70141 2 2
## 2498 NA 92.78060 0 0
## 5321 NA 98.07501 0 0
## 975 NA 100.69764 2 2
## 1040 NA 95.69865 1 1
## 1214 NA 98.56923 1 1
## 1612 NA NA 0 0
## 2006 NA NA 0 0
## 2338 NA 89.86522 1 1
## 2504 NA 90.19739 0 0
## 2536 NA 100.49016 2 2
## 279 NA 107.78917 2 2
## 351 NA 107.34337 2 2
## 1336 NA 95.41900 1 1
## 13492 NA 91.70455 0 0
## 1356 NA 101.74617 2 2
## 1417 NA 91.05541 1 1
## 15091 NA 104.15789 3 3
## 1542 NA 103.89048 3 3
## 2055 NA 97.10404 2 2
## 2273 NA 92.92727 1 1
## 2499 NA 96.65854 1 1
## 2566 NA 96.79500 2 2
## 51 NA 91.78498 0 0
## 365 NA 91.90542 0 0
## 552 NA 97.95745 1 1
## 630 NA 104.36201 3 3
## 1493 NA 89.45294 0 0
## 1506 NA 114.83494 2 2
## 1514 NA 86.70000 0 0
## 1925 NA 93.42263 1 1
## 2349 NA 97.66711 1 1
## 2413 NA 76.61500 1 1
## 2629 NA 92.44831 1 1
## 48 NA 108.68139 1 1
## 246 NA 106.99176 1 1
## 1428 NA 94.82735 1 1
## 14872 NA 94.60556 1 1
## 1503 NA 95.17900 1 1
## 16981 NA 107.77113 3 3
## 1700 NA 105.27782 3 3
## 2169 NA 44.70000 0 0
## 2178 NA 104.29401 3 3
## 2626 NA 95.80305 0 0
## 3951 NA 106.00021 1 1
## 1270 NA 75.95000 0 0
## 1315 NA 108.42673 3 3
## 1381 NA 97.99559 2 2
## 16531 NA 52.80000 0 0
## 1661 NA 98.86619 2 2
## 2027 NA 103.85759 3 3
## 2128 NA 105.23405 2 2
## 1220 NA 91.27185 1 1
## 1369 NA 43.20000 1 1
## 1392 NA 98.37446 1 1
## 1751 NA 109.77008 2 2
## 1988 NA 111.92132 1 1
## 2153 NA 106.56667 2 2
## 2167 NA 98.99476 0 0
## 2437 NA 100.00000 1 1
## 2454 NA 94.50217 1 1
## 2578 NA 103.47722 1 1
## 1097 NA 101.17405 2 2
## 1209 NA 103.05000 1 1
## 1335 NA 102.76739 2 2
## 1975 NA 101.86381 1 1
## 2187 NA 105.92100 1 1
## 2259 NA 74.60862 1 1
## 2341 NA 95.00140 1 1
## 2453 NA 96.63185 1 1
## 2522 NA 96.45303 1 1
## 574 NA 95.32831 1 1
## 590 NA 106.40150 2 2
## 983 NA 102.15238 2 2
## 1013 NA 97.39544 1 1
## 2076 NA 79.82500 0 0
## 2158 NA 87.32308 1 1
## 2177 NA 88.64355 0 0
## 2324 NA 92.37563 1 1
## 182 NA 97.16424 0 0
## 212 NA 97.04110 0 0
## 333 NA 97.26360 0 0
## 609 NA 92.80295 0 0
## 1162 NA 93.84484 2 2
## 1286 NA 101.49538 1 1
## 1426 NA 102.10977 1 1
## 1611 NA 94.88729 2 2
## 1882 NA 104.80711 2 2
## 1958 NA 104.71590 2 2
## 2038 NA 103.14146 2 2
## 2467 NA 98.09294 0 0
## 756 NA 88.37209 1 1
## 780 NA 103.25201 2 2
## 991 NA 95.10972 1 1
## 1305 NA 105.01622 4 4
## 1373 NA NA 0 0
## 1459 NA 100.27407 3 3
## 1594 NA -19.90000 0 0
## 1860 NA 98.91250 0 0
## 613 NA 90.88986 0 0
## 1108 NA 100.65049 3 3
## 2279 NA 107.03538 2 2
## 2310 NA 65.60000 0 0
## 2333 NA 103.26265 1 1
## 2348 NA 100.36298 2 2
## 2372 NA 92.95993 1 1
## 2526 NA 86.72727 1 1
## 2574 NA 97.83390 2 2
## 111 NA 85.40971 0 0
## 1438 NA 97.02961 2 2
## 15041 NA 107.65192 1 1
## 1811 NA NA 0 0
## 2092 NA 86.16667 1 1
## 2131 NA NA 0 0
## 2410 NA 109.54138 3 3
## 2539 NA 101.06200 1 1
## 1111 NA 85.40971 0 0
## 14381 NA 97.02961 2 2
## 15042 NA 107.65192 1 1
## 18111 NA NA 0 0
## 20921 NA 86.16667 1 1
## 21311 NA NA 0 0
## 24101 NA 109.54138 3 3
## 25391 NA 101.06200 1 1
## 529 NA 94.86048 0 0
## 638 NA 101.63300 2 2
## 951 NA 105.43888 4 4
## 1505 NA 98.19568 1 1
## 1614 NA 102.37452 2 2
## 1927 NA 100.52779 3 3
## 2481 NA 95.48622 2 2
## 2590 NA 104.51765 3 3
## 467 NA 103.33583 2 2
## xwoba xwoba_r xwoba_l K_pct BB_pct K_per_9
## 479 0.31962500 0.26854839 0.3676061 0.18748750 0.10941250 8.276786
## 532 0.36508036 0.32645333 0.4433784 0.16962411 0.15179821 7.704270
## 1032 0.31024170 0.32145833 0.2737401 0.25730000 0.05440000 9.736078
## 1042 0.27678723 0.34381481 0.1863000 0.23400000 0.04260000 8.485690
## 1047 0.28752632 0.32135294 0.0000000 0.21050000 0.00000000 7.714280
## 1964 0.35687500 0.34639474 0.3790000 0.19300000 0.07020000 9.281256
## 2148 0.48246154 0.62442857 0.3168333 0.07690000 0.07690000 4.500000
## 2154 0.32950000 0.30050000 0.4165000 0.00000000 0.00000000 0.000000
## 2192 0.28593103 0.20993333 0.3673571 0.16670000 0.13330000 6.428571
## 2241 0.33154167 0.27670370 0.4020476 0.10420000 0.04170000 4.090909
## 447 0.32163743 0.34063366 0.2942286 0.20351395 0.04651395 7.473493
## 490 0.31337618 0.31268159 0.3145593 0.17790675 0.07977791 7.061780
## 496 0.36312500 0.35206164 0.3862000 0.13123484 0.07690317 5.308367
## 923 0.31360248 0.30821591 0.3200959 0.22840000 0.08640000 8.919650
## 1038 0.30192430 0.29805063 0.3214574 0.21850000 0.10140000 8.353939
## 1960 0.36000000 0.43566667 0.2843333 0.00000000 0.00000000 0.000000
## 1984 0.39090741 0.35945455 0.4403333 0.12730000 0.10910000 5.108122
## 1996 0.52520000 0.35866667 0.5965714 0.00000000 0.10000000 0.000000
## 2009 0.27647368 0.32328571 0.1454000 0.26320000 0.10530000 9.000000
## 2051 0.37173404 0.35360345 0.4009444 0.12630000 0.07370000 5.225798
## 2085 0.32351724 0.31143333 0.3503704 0.18390000 0.08050000 7.322033
## 342 0.43691603 0.41692754 0.4591613 0.08331970 0.09092045 3.810000
## 362 0.32179144 0.32592784 0.3173333 0.19526623 0.03165356 7.435721
## 896 0.38644681 0.30388235 0.4332333 0.06380000 0.12770000 2.892858
## 1195 0.29904167 0.28347134 0.3284940 0.23970000 0.09090000 8.897733
## 1389 0.39300000 0.42391429 0.3479167 0.21310000 0.09840000 9.486512
## 1393 0.46600000 0.42475000 0.4990000 0.00000000 0.00000000 0.000000
## 1463 0.27747525 0.28560656 0.2650750 0.26730000 0.11880000 9.592118
## 1767 0.26269231 0.21887500 0.3328000 0.23080000 0.00000000 8.265323
## 2587 0.28477143 0.28645000 0.2825333 0.31430000 0.05710000 11.880005
## 2607 0.39237879 0.41325581 0.3533478 0.16670000 0.13640000 6.750017
## 137 0.33279273 0.32670000 0.3401040 0.22384477 0.10110469 8.910123
## 258 0.27425616 0.28642308 0.2614747 0.22055245 0.11766176 8.610931
## 377 0.33965854 0.27707500 0.3992619 0.10842892 0.08434217 4.500000
## 1581 0.38621053 0.49916667 0.1925714 0.05260000 0.05260000 2.250000
## 1640 0.34367742 0.34177778 0.3463077 0.16130000 0.19350000 6.749997
## 2382 0.29034118 0.29552229 0.2820408 0.15910000 0.05300000 6.064174
## 2503 0.29308571 0.30645902 0.2536129 0.26120000 0.08980000 9.818176
## 2622 0.33029167 0.40311538 0.2442273 0.25000000 0.12500000 10.800000
## 69 0.29957006 0.30838372 0.2888944 0.28570984 0.08254540 10.768545
## 136 0.30880556 0.33571074 0.2745368 0.21098991 0.09631972 8.351358
## 1101 0.37466497 0.38031530 0.3481739 0.15700000 0.07220000 6.200000
## 1268 0.30418834 0.26705785 0.3482353 0.17860000 0.09820000 7.058824
## 1279 0.28882022 0.23861702 0.3450000 0.22960000 0.09260000 8.718750
## 1308 0.30167000 0.31302174 0.2920000 0.29000000 0.14000000 11.347826
## 1324 0.16900000 0.16900000 NA 0.00000000 0.00000000 0.000000
## 1330 0.28905696 0.28009554 0.2979057 0.29970000 0.16400000 11.820282
## 2104 0.46320000 0.77066667 0.0020000 0.20000000 0.20000000 9.000000
## 2314 0.18362500 0.17916667 0.1970000 0.37500000 0.08330000 12.149994
## 2381 0.31463107 0.38965517 0.2179333 0.28710000 0.11000000 11.328687
## 55 0.33527255 0.29118216 0.3844855 0.16827099 0.06575609 6.584815
## 1153 0.29050296 0.30057600 0.2618864 0.19650000 0.04620000 7.714279
## 1439 0.58090476 0.69000000 0.3627143 0.04760000 0.09520000 1.928570
## 1617 0.29015498 0.32862893 0.2355357 0.25370000 0.06620000 9.553846
## 1653 0.39677778 0.42250000 0.3453333 0.00000000 0.00000000 0.000000
## 1737 0.29429231 0.27112571 0.3419882 0.21800000 0.06390000 7.714282
## 1926 0.27867368 0.25724038 0.3045930 0.31940000 0.10990000 11.517475
## 2300 0.33317647 0.31010000 0.3661429 0.17650000 0.17650000 9.000000
## 238 0.32101909 0.33021972 0.3110000 0.20087249 0.08737074 7.813255
## 1077 0.29936935 0.30963198 0.2642087 0.24610000 0.09770000 9.529412
## 1159 0.32660000 0.29957143 0.3896667 0.30000000 0.20000000 13.500000
## 1253 0.06500000 0.06500000 NA 0.00000000 0.00000000 0.000000
## 1387 0.30845455 0.28266667 0.3494118 0.20450000 0.09090000 7.363636
## 1450 0.36337500 0.36066667 0.3650000 0.00000000 0.12500000 0.000000
## 1915 0.39286957 0.43806250 0.2895714 0.17390000 0.17390000 9.000000
## 2483 0.48840000 0.58066667 0.3500000 0.20000000 0.20000000 9.000000
## 612 0.35900000 0.37799160 0.3025000 0.17395590 0.11180435 7.285791
## 1229 0.49957143 0.39350000 0.7647500 0.07140000 0.00000000 3.374996
## 1231 0.28950000 0.25738889 0.3376667 0.23330000 0.03330000 7.875000
## 1349 0.33019429 0.34728704 0.3026418 0.19770000 0.10730000 7.875000
## 1553 0.30690840 0.30653552 0.3077722 0.24330000 0.04940000 9.240646
## 1660 0.30308411 0.31353030 0.2862683 0.20560000 0.10280000 8.250000
## 1663 0.27834343 0.27604000 0.2806939 0.27270000 0.10610000 10.195797
## 1959 0.57575000 0.40500000 0.7465000 0.00000000 0.00000000 0.000000
## 6121 0.35900000 0.37799160 0.3025000 0.17395590 0.11180435 7.285791
## 12291 0.49957143 0.39350000 0.7647500 0.07140000 0.00000000 3.374996
## 12311 0.28950000 0.25738889 0.3376667 0.23330000 0.03330000 7.875000
## 13491 0.33019429 0.34728704 0.3026418 0.19770000 0.10730000 7.875000
## 15531 0.30690840 0.30653552 0.3077722 0.24330000 0.04940000 9.240646
## 16601 0.30308411 0.31353030 0.2862683 0.20560000 0.10280000 8.250000
## 16631 0.27834343 0.27604000 0.2806939 0.27270000 0.10610000 10.195797
## 19591 0.57575000 0.40500000 0.7465000 0.00000000 0.00000000 0.000000
## 476 0.30700000 0.29902299 0.3178437 0.22365921 0.11843026 8.495565
## 527 0.35533754 0.36942857 0.3073889 0.21383774 0.10066415 8.848547
## 576 0.38459701 0.38256790 0.3876981 0.20891642 0.14176866 9.186656
## 2047 0.07166667 0.07166667 NA 0.00000000 0.00000000 0.000000
## 2118 0.31180000 0.25286713 0.3838291 0.23660000 0.09540000 8.497457
## 2133 0.29690400 0.28015094 0.3261758 0.27090000 0.14340000 11.127273
## 2134 0.60166667 0.40400000 0.9970000 0.00000000 0.00000000 0.000000
## 2139 0.29664557 0.34520930 0.2386389 0.28750000 0.12500000 11.500000
## 2181 0.36520000 0.52525000 0.2585000 0.30000000 0.15000000 14.727259
## 2190 0.43044776 0.40826667 0.4758182 0.08960000 0.16420000 4.050010
## 2205 0.28477211 0.30142466 0.2683446 0.21190000 0.05300000 7.926602
## 2206 0.35372917 0.31529464 0.4075375 0.23080000 0.09740000 9.418605
## 758 0.28360870 0.25016602 0.3156889 0.29270000 0.08260000 10.772407
## 820 0.32863845 0.32594322 0.3320560 0.17890000 0.09120000 6.833764
## 1535 0.33662857 0.33881967 0.3335909 0.21500000 0.12150000 8.871441
## 1546 0.25918341 0.28592800 0.2270385 0.36170000 0.06810000 13.265889
## 1555 0.29839568 0.26851111 0.3532857 0.28370000 0.14890000 11.250000
## 1618 0.26311765 0.32690000 0.1720000 0.35290000 0.05880000 10.800000
## 1684 0.30504211 0.32636364 0.2818462 0.21130000 0.14430000 8.261188
## 1740 0.31258000 0.32514706 0.2858750 0.19610000 0.09800000 8.181818
## 1746 0.38792857 0.24537500 0.5780000 0.14290000 0.21430000 6.749991
## 2515 0.31408511 0.26303448 0.3963333 0.12500000 0.00000000 4.909091
## 2577 0.25712613 0.27929851 0.2233636 0.37610000 0.09400000 13.655172
## 537 0.37994505 0.39689706 0.3298261 0.14130217 0.08691522 5.771748
## 960 0.31207810 0.31136951 0.3127741 0.27300000 0.10080000 10.881356
## 1068 0.34920354 0.36782979 0.2570526 0.14160000 0.03540000 5.333333
## 12531 0.06500000 0.06500000 NA 0.00000000 0.00000000 0.000000
## 1301 0.31299099 0.31863077 0.3050217 0.18750000 0.06250000 6.914643
## 1487 0.35177778 0.30440741 0.4228333 0.27660000 0.19150000 12.535719
## 1508 0.29376471 0.23738028 0.3771667 0.27500000 0.13330000 11.278495
## 1735 0.27551515 0.21000000 0.3901667 0.18180000 0.09090000 6.230767
## 2294 0.20361538 0.09033333 0.4585000 0.61540000 0.00000000 18.000000
## 805 0.33626087 0.32347059 0.3725000 0.21740000 0.08700000 9.642851
## 1563 0.37712281 0.39376389 0.3485952 0.18970000 0.09480000 7.867555
## 1576 0.18150000 0.23733333 0.0140000 0.25000000 0.25000000 9.000000
## 1578 0.33796970 0.38628571 0.2534167 0.18180000 0.15150000 7.714286
## 1588 0.23900000 0.23900000 NA 0.00000000 0.00000000 0.000000
## 1606 0.22771064 0.25141722 0.1850952 0.31650000 0.07170000 10.657900
## 1644 0.37633333 0.42864286 0.3031000 0.00000000 0.08330000 0.000000
## 1650 0.32583784 0.31143478 0.3495000 0.24320000 0.10810000 9.000000
## 1655 0.47175000 0.49133333 0.4130000 0.00000000 0.00000000 0.000000
## 1679 0.28800000 0.29412381 0.2760926 0.23600000 0.11180000 9.079638
## 1698 0.35727941 0.37618868 0.2904667 0.21740000 0.04350000 7.941176
## 1712 0.50985714 0.28825000 0.8053333 0.00000000 0.28570000 0.000000
## 1722 0.33470130 0.27398276 0.5200526 0.16880000 0.10390000 7.019999
## 1745 0.31494488 0.28209211 0.3639020 0.20610000 0.12980000 8.010998
## 2562 0.40352381 0.40814286 0.3942857 0.17460000 0.19050000 7.815769
## 366 0.35722598 0.35362457 0.3611487 0.19361652 0.07106750 7.935424
## 389 0.25712963 0.27319355 0.2354783 0.29627222 0.09260556 10.181818
## 424 0.26646667 0.25025000 0.2886579 0.25554667 0.02218667 8.872144
## 1627 0.43542857 0.46660000 0.3575000 0.14290000 0.42860000 9.000000
## 1668 0.35468512 0.33004636 0.3816449 0.23470000 0.09860000 9.703125
## 2123 0.03950000 0.07200000 0.0070000 0.00000000 0.00000000 0.000000
## 2146 0.28522695 0.25601714 0.3330000 0.28420000 0.11230000 11.101517
## 21811 0.36520000 0.52525000 0.2585000 0.30000000 0.15000000 14.727259
## 231 0.35696875 0.35769565 0.3551111 0.25000000 0.03123750 9.962742
## 592 0.31111508 0.34307792 0.2608878 0.18355664 0.11325898 7.337212
## 813 0.42425926 0.29350000 0.5288667 0.14810000 0.03700000 8.307698
## 1088 0.33569364 0.35225342 0.2461481 0.15520000 0.09200000 6.075000
## 1449 0.29268142 0.25233083 0.3503871 0.26640000 0.05680000 9.201112
## 1670 0.35116923 0.35192857 0.3502833 0.17620000 0.09960000 6.977532
## 1945 0.31007985 0.29959236 0.3256132 0.19850000 0.08990000 7.994409
## 2306 0.17150000 0.24950000 0.0935000 0.25000000 0.00000000 9.000000
## 2527 0.32082326 0.33688961 0.2802623 0.13510000 0.06310000 5.259744
## 340 0.31859916 0.29948980 0.3498111 0.27424557 0.11812278 10.259379
## 429 0.32951454 0.31272385 0.3488077 0.20934699 0.09130200 7.735958
## 807 0.23471849 0.24080672 0.2286303 0.42680000 0.03350000 14.269438
## 9231 0.31360248 0.30821591 0.3200959 0.22840000 0.08640000 8.919650
## 1867 0.46363636 0.49000000 0.4320000 0.18180000 0.09090000 6.749991
## 1956 0.52846429 0.53005556 0.5256000 0.10710000 0.10710000 6.750000
## 2334 0.17740000 0.18350000 0.1733333 0.00000000 0.00000000 0.000000
## 2450 0.30219340 0.33520000 0.2630619 0.26390000 0.12040000 10.192059
## 372 0.34420062 0.31991176 0.3659327 0.22772077 0.10150231 9.235100
## 412 0.41001980 0.35975385 0.5007778 0.12874455 0.11884752 6.048646
## 775 0.41206061 0.51166667 0.2925333 0.18180000 0.15150000 8.526320
## 1358 0.32550000 0.02300000 0.4263333 0.00000000 0.25000000 0.000000
## 1448 0.42164550 0.39203704 0.4611235 0.16670000 0.13020000 7.322040
## 1899 0.27571429 0.27481818 0.2790000 0.07140000 0.00000000 3.000000
## 1939 0.26587500 0.21877778 0.3264286 0.00000000 0.06250000 0.000000
## 2302 0.23594118 0.20900000 0.2853333 0.22220000 0.05560000 9.818173
## 347 0.30051765 0.30021495 0.3010317 0.20112759 0.10349310 7.439481
## 743 0.28755368 0.25686005 0.3152202 0.24010000 0.05970000 8.795771
## 1374 0.66875000 0.73150000 0.6060000 0.00000000 0.50000000 0.000000
## 1376 0.33940909 0.32683333 0.3545000 0.25000000 0.11360000 11.423073
## 14871 0.35177778 0.30440741 0.4228333 0.27660000 0.19150000 12.535719
## 1509 0.24857143 0.12283333 0.3428750 0.28570000 0.07140000 9.818173
## 1874 0.36040000 0.26900000 0.4213333 0.00000000 0.00000000 0.000000
## 2270 0.43179070 0.43087500 0.4329474 0.13950000 0.13950000 6.230767
## 711 0.27233379 0.26978431 0.2756151 0.33470000 0.05650000 12.060684
## 10421 0.27678723 0.34381481 0.1863000 0.23400000 0.04260000 8.485690
## 1161 0.31487308 0.36068831 0.2483113 0.22260000 0.09430000 8.211336
## 1235 0.31303876 0.31086842 0.3161509 0.26820000 0.11110000 9.895283
## 1300 0.37925000 0.46333333 0.1270000 0.00000000 0.00000000 0.000000
## 1320 0.37712941 0.35752679 0.4149828 0.21640000 0.12280000 9.424537
## 2238 0.34465217 0.39929412 0.1898333 0.13040000 0.00000000 5.400000
## 2569 0.29812167 0.31238012 0.2716196 0.29210000 0.13480000 12.034292
## 395 0.29092628 0.29036723 0.2916593 0.33333333 0.11112222 12.990105
## 1429 0.25891379 0.27242424 0.2410800 0.31030000 0.01720000 11.045429
## 1440 0.09700000 0.13650000 0.0180000 0.33330000 0.00000000 9.000000
## 1443 0.30333735 0.32295139 0.2764381 0.31080000 0.08760000 10.911906
## 1474 0.34813167 0.36262420 0.3297823 0.26600000 0.10990000 10.657900
## 1501 0.35456962 0.31156522 0.4145152 0.17280000 0.08640000 7.269245
## 1502 0.26104286 0.23965934 0.3007551 0.34040000 0.12060000 12.831671
## 1504 0.24975000 0.17480000 0.3032857 0.25000000 0.16670000 9.000000
## 1516 0.30720370 0.34542857 0.2660385 0.23210000 0.07140000 8.775022
## 1922 0.33648000 0.37917647 0.2457500 0.16000000 0.16000000 6.352938
## 222 0.26998400 0.26181208 0.2820396 0.24801772 0.04327362 8.663390
## 4791 0.31962500 0.26854839 0.3676061 0.18748750 0.10941250 8.276786
## 1254 0.31435417 0.28039216 0.3528444 0.28210000 0.09740000 10.683461
## 1343 0.18300000 0.18300000 NA 0.00000000 0.00000000 0.000000
## 1671 0.34045833 0.31331148 0.3877714 0.12500000 0.03130000 4.563374
## 1705 0.25849682 0.26988750 0.2466623 0.28660000 0.07640000 10.296618
## 1719 0.29551613 0.29424779 0.2974795 0.23530000 0.06420000 9.428571
## 1830 0.24979167 0.20881250 0.3317500 0.25000000 0.04170000 10.800000
## 1172 0.29748000 0.24732143 0.3613182 0.18000000 0.08000000 6.750000
## 11951 0.29904167 0.28347134 0.3284940 0.23970000 0.09090000 8.897733
## 1311 0.32110791 0.31088571 0.3314783 0.28780000 0.17990000 11.489374
## 1313 0.30784868 0.32686905 0.2843529 0.19480000 0.09740000 7.570087
## 1353 0.25794222 0.20483654 0.3035868 0.38500000 0.12390000 14.500000
## 1360 0.34179825 0.31277922 0.4021892 0.14530000 0.10260000 6.557152
## 1895 0.36504444 0.35146429 0.3874118 0.15560000 0.18890000 7.411765
## 1983 0.58583333 0.54777778 0.7000000 0.08330000 0.25000000 4.500000
## 2248 0.39247619 0.32323333 0.4848000 0.20560000 0.14020000 9.281265
## 2357 0.28101316 0.30896226 0.2166087 0.21050000 0.07890000 7.322021
## 226 0.32908696 0.28745070 0.3962727 0.19329412 0.05882017 7.768298
## 480 0.32974021 0.35037158 0.2912143 0.25091767 0.06007774 9.282812
## 845 0.33019751 0.33001445 0.3304108 0.22760000 0.08360000 9.187500
## 1552 0.43993103 0.46223529 0.4083333 0.10340000 0.24140000 4.764703
## 1609 0.26527049 0.24665035 0.2916337 0.23480000 0.06480000 8.557377
## 1703 0.33575000 NA 0.3357500 0.00000000 0.00000000 0.000000
## 1728 0.32402353 0.30945652 0.3412051 0.25880000 0.10590000 11.423099
## 2145 0.27875000 0.23783333 0.4015000 0.50000000 0.00000000 18.000000
## 249 0.26059048 0.26830769 0.2500301 0.27131136 0.08515804 9.968130
## 251 0.30838542 0.33755556 0.2708810 0.29085714 0.10710408 11.745910
## 506 0.34356343 0.33643333 0.3626096 0.21431978 0.07505000 8.321701
## 556 0.34228972 0.37532051 0.2534483 0.11112500 0.12960648 4.771643
## 1208 0.28623735 0.28196914 0.2935158 0.23170000 0.08110000 8.756752
## 1283 0.31738000 0.31487500 0.3200082 0.16730000 0.03980000 5.875651
## 1284 0.30725000 0.30599065 0.3087640 0.26400000 0.09140000 10.173913
## 2345 0.33069388 0.33230556 0.3291467 0.20270000 0.10140000 8.265298
## 2565 0.34712727 0.31634286 0.4010000 0.25000000 0.17860000 10.356179
## 317 0.23015152 0.25144706 0.1916383 0.25000000 0.05300909 8.983411
## 335 0.27598742 0.27428302 0.2793962 0.29192609 0.08693416 11.043748
## 663 0.35183105 0.37350588 0.2766327 0.11311855 0.08595339 4.363951
## 1333 0.28178740 0.26931250 0.2944603 0.27340000 0.10940000 10.500000
## 1475 0.23111765 0.19654545 0.2945000 0.17650000 0.00000000 6.750000
## 19961 0.52520000 0.35866667 0.5965714 0.00000000 0.10000000 0.000000
## 2113 0.23259310 0.20468750 0.2669385 0.35620000 0.11640000 12.763625
## 2368 0.28074627 0.25914706 0.3030000 0.19120000 0.05880000 6.622629
## 22 0.31220000 0.35679310 0.2506190 0.31995200 0.07997000 12.076364
## 63 0.26520202 0.28001961 0.2494583 0.29701485 0.08909010 10.535293
## 168 0.31870303 0.28586486 0.3606000 0.22222492 0.08704595 8.557259
## 174 0.25928033 0.27013514 0.2416264 0.30324754 0.07372254 11.165779
## 673 0.33948993 0.37975281 0.2797667 0.22147383 0.11407718 8.277901
## 1177 0.31336641 0.29870482 0.3387188 0.23400000 0.11700000 9.048644
## 1180 0.24193991 0.26038710 0.2209541 0.42550000 0.09790000 15.083791
## 1260 0.47671429 0.48520000 0.4654000 0.14290000 0.05710000 6.136366
## 1744 0.35808861 0.35136538 0.3710370 0.12200000 0.13410000 5.000000
## 1759 0.30404813 0.26335200 0.3860968 0.28340000 0.08020000 10.369565
## 2222 0.30109562 0.31117361 0.2875327 0.21430000 0.10320000 7.923917
## 2362 0.37383333 0.31847619 0.4222708 0.15220000 0.20650000 7.714302
## 2530 0.35126923 0.27618750 0.4714000 0.19230000 0.19230000 9.642851
## 2600 0.26055200 0.27674691 0.2307386 0.26000000 0.08800000 9.696138
## 2641 0.35320513 0.30647143 0.4228085 0.25640000 0.08550000 10.519467
## 7581 0.28360870 0.25016602 0.3156889 0.29270000 0.08260000 10.772407
## 1178 0.30222408 0.27068783 0.3564091 0.20780000 0.13310000 8.429273
## 1287 0.26955474 0.27845122 0.2562909 0.21900000 0.10950000 8.804338
## 1445 0.51716667 0.55600000 0.4977500 0.00000000 0.16670000 0.000000
## 19561 0.52846429 0.53005556 0.5256000 0.10710000 0.10710000 6.750000
## 2229 0.37534483 0.42094643 0.2929677 0.11240000 0.10110000 4.426237
## 2246 0.36654098 0.39462500 0.3355517 0.08200000 0.08200000 3.648659
## 2312 0.32416049 0.29206522 0.3663429 0.12200000 0.08540000 5.094330
## 2412 0.32829480 0.33160417 0.3241688 0.23730000 0.11860000 10.598121
## 173 0.29350825 0.30939378 0.2656364 0.23776710 0.08143257 8.946254
## 315 0.24288994 0.21561600 0.2675054 0.38261136 0.08521117 13.808369
## 376 0.27795270 0.26831579 0.2881250 0.35138243 0.08108784 13.499988
## 1630 0.27300000 0.34600000 0.0540000 0.00000000 0.25000000 0.000000
## 1646 0.34035593 0.28097561 0.4756111 0.22030000 0.10170000 9.750000
## 1683 0.28284211 0.29123841 0.2718174 0.26120000 0.08210000 9.449995
## 1891 0.30197980 0.29777551 0.3061000 0.14850000 0.08910000 5.472965
## 1930 0.40610345 0.38865000 0.4448889 0.17240000 0.06900000 8.437505
## 2007 0.25957252 0.26718243 0.2496930 0.27100000 0.08780000 10.142857
## 2252 0.35466667 0.31463636 0.4064706 0.23080000 0.05130000 9.346150
## 2471 0.35091803 0.33782222 0.3877500 0.22950000 0.14750000 9.692308
## 2511 0.45409302 0.49066667 0.3923750 0.20930000 0.18600000 12.149994
## 152 0.30673427 0.25348864 0.3919273 0.17998667 0.08671000 7.326811
## 307 0.25429151 0.23724432 0.2858737 0.27940882 0.06618235 9.864886
## 414 0.27229528 0.28468456 0.2547143 0.18677121 0.04669377 6.397843
## 1185 0.30517857 0.27271774 0.3454300 0.27190000 0.07460000 9.905331
## 1331 0.32473026 0.30054802 0.3584331 0.21610000 0.10970000 8.185516
## 1351 0.23650000 0.10500000 0.4995000 0.33330000 0.16670000 9.000000
## 1565 0.44400000 0.33200000 0.5240000 0.08330000 0.00000000 4.500000
## 1718 0.47140000 0.58060000 0.3622000 0.00000000 0.00000000 0.000000
## 1808 0.30300000 0.27450000 0.3315000 0.00000000 0.00000000 0.000000
## 2013 0.29595238 0.30454310 0.2767885 0.23960000 0.07400000 8.818545
## 2031 0.35336364 0.32862500 0.4193333 0.00000000 0.09090000 0.000000
## 2090 0.42250000 0.39570370 0.4605789 0.14890000 0.04260000 6.750002
## 598 0.37132941 0.37875124 0.3437037 0.16342218 0.07779922 6.606119
## 1155 0.32460870 0.36500000 0.2322857 0.23910000 0.08700000 9.281221
## 13581 0.32550000 0.02300000 0.4263333 0.00000000 0.25000000 0.000000
## 1533 0.32431933 0.29197260 0.3756522 0.31670000 0.09170000 12.512211
## 2025 0.27603463 0.22594304 0.3844521 0.28760000 0.12020000 10.578947
## 2035 0.31793392 0.29644776 0.3488925 0.25760000 0.05240000 9.654545
## 2307 0.28177679 0.27942963 0.2853371 0.19560000 0.08000000 6.906981
## 2498 0.36165116 0.35879104 0.3717368 0.21840000 0.06900000 8.142857
## 5321 0.36508036 0.32645333 0.4433784 0.16962411 0.15179821 7.704270
## 975 0.29334662 0.30302113 0.2839693 0.25300000 0.05030000 9.103948
## 1040 0.32048718 0.32890625 0.2820000 0.19660000 0.08550000 7.762490
## 1214 0.38164516 0.39294286 0.3670000 0.12900000 0.17740000 5.684195
## 1612 0.37880000 0.30266667 0.4930000 0.10000000 0.00000000 3.857149
## 2006 0.46761111 0.49110000 0.4382500 0.05560000 0.05560000 3.375001
## 2338 0.28283333 0.29028125 0.2743214 0.15000000 0.08330000 5.651176
## 2504 0.33121053 0.37904167 0.2492143 0.25640000 0.10260000 10.384624
## 2536 0.26363636 0.22500000 0.2958333 0.09090000 0.18180000 3.000000
## 279 0.26387324 0.25562963 0.2781410 0.24765794 0.09347103 8.955518
## 351 0.29683333 0.27867105 0.3202288 0.23805495 0.07694505 8.466903
## 1336 0.45375000 0.43271429 0.4832000 0.20830000 0.12500000 10.384623
## 13492 0.33019429 0.34728704 0.3026418 0.19770000 0.10730000 7.875000
## 1356 0.31401045 0.28001163 0.3648609 0.28620000 0.12760000 10.931713
## 1417 0.28948649 0.26623810 0.3200000 0.15790000 0.13160000 7.363640
## 15091 0.24857143 0.12283333 0.3428750 0.28570000 0.07140000 9.818173
## 1542 0.23599222 0.22865942 0.2444958 0.32690000 0.08460000 11.953125
## 2055 0.32887857 0.32076136 0.3426154 0.23400000 0.12770000 8.954778
## 2273 0.31166667 0.31166667 NA 0.00000000 0.00000000 0.000000
## 2499 0.32652427 0.34348031 0.2992658 0.16670000 0.10480000 7.052234
## 2566 0.46305714 0.42504762 0.5200714 0.17140000 0.14290000 7.714286
## 51 0.34893595 0.33944444 0.3609112 0.18733707 0.14462525 7.521180
## 365 0.37428142 0.37170330 0.3768315 0.14442371 0.07358965 5.674449
## 552 0.28297297 0.24964444 0.3145474 0.23784649 0.12434541 9.144382
## 630 0.27689143 0.29841270 0.2215510 0.30766923 0.05986923 11.091160
## 1493 0.39850000 0.29800000 0.7000000 0.25000000 0.50000000 13.500014
## 1506 0.22987273 0.24631293 0.2109922 0.26520000 0.05730000 9.559804
## 1514 0.00000000 0.00000000 NA 1.00000000 0.00000000 27.000028
## 1925 0.32115138 0.30841176 0.3422805 0.18100000 0.12220000 7.105259
## 2349 0.33916514 0.34300000 0.3330476 0.17270000 0.10910000 6.840000
## 2413 0.27700000 0.41466667 0.0705000 0.20000000 0.20000000 9.000000
## 2629 0.32118056 0.36777333 0.2705362 0.19310000 0.06210000 7.714294
## 48 0.28350417 0.25751163 0.3137117 0.31560656 0.11064508 11.856648
## 246 0.25021778 0.25309524 0.2447949 0.27076245 0.06553362 9.776071
## 1428 0.34403030 0.31125000 0.3627619 0.12120000 0.12120000 5.399997
## 14872 0.35177778 0.30440741 0.4228333 0.27660000 0.19150000 12.535719
## 1503 0.34214634 0.23227778 0.4281304 0.19280000 0.14460000 8.150928
## 16981 0.35727941 0.37618868 0.2904667 0.21740000 0.04350000 7.941176
## 1700 0.29981597 0.30626590 0.2901130 0.19800000 0.04440000 7.386799
## 2169 0.71775000 0.21950000 1.2160000 0.00000000 0.25000000 0.000000
## 2178 0.30478041 0.33318519 0.2704403 0.25080000 0.08030000 10.024758
## 2626 0.29786429 0.29320253 0.3039016 0.17610000 0.09150000 6.617647
## 3951 0.29092628 0.29036723 0.2916593 0.33333333 0.11112222 12.990105
## 1270 0.45800000 0.44512500 0.5610000 0.11110000 0.33330000 9.000000
## 1315 0.32645833 0.32100000 0.3300345 0.27080000 0.06250000 10.968715
## 1381 0.24514286 0.39670000 0.1073636 0.38100000 0.09520000 14.400000
## 16531 0.39677778 0.42250000 0.3453333 0.00000000 0.00000000 0.000000
## 1661 0.38672727 0.42659740 0.3169545 0.17210000 0.11480000 6.517241
## 2027 0.31184672 0.31836735 0.3042992 0.27760000 0.11030000 11.262038
## 2128 0.30382456 0.28634641 0.3394800 0.24570000 0.12930000 9.559000
## 1220 0.39374194 0.35887500 0.4309333 0.25000000 0.21880000 12.000000
## 1369 0.36960000 0.45675000 0.0210000 0.00000000 0.00000000 0.000000
## 1392 0.31273988 0.32933010 0.2883286 0.18860000 0.06860000 6.960932
## 1751 0.30954687 0.34697183 0.2629298 0.28130000 0.10160000 10.800000
## 1988 0.30294366 0.30809091 0.2945556 0.22540000 0.12680000 8.639983
## 2153 0.28546154 0.32527642 0.2024576 0.27420000 0.12900000 10.200000
## 2167 0.42995000 0.46341860 0.3452941 0.16670000 0.10000000 7.714290
## 2437 0.35559420 0.35146296 0.3704667 0.07250000 0.08700000 2.699995
## 2454 0.27550943 0.30812903 0.2295455 0.16980000 0.16980000 6.567586
## 2578 0.25866471 0.26308065 0.2467609 0.37210000 0.10470000 13.935495
## 1097 0.29914723 0.28904545 0.3526988 0.26200000 0.07650000 9.364533
## 1209 0.61050000 0.23333333 1.7420000 0.50000000 0.25000000 27.000028
## 1335 0.32495161 0.27545714 0.3891111 0.19050000 0.06350000 7.199985
## 1975 0.27609286 0.25040206 0.3340465 0.30070000 0.10490000 11.610011
## 2187 0.28250917 0.26313178 0.3105955 0.26030000 0.12330000 9.679245
## 2259 0.55246667 0.54330769 0.6120000 0.13330000 0.33330000 10.800044
## 2341 0.38193750 0.34577273 0.4125385 0.24490000 0.14290000 10.124968
## 2453 0.27039834 0.28917391 0.2452427 0.27570000 0.07820000 10.517448
## 2522 0.35554054 0.32474576 0.3904808 0.25000000 0.07140000 9.569632
## 574 0.32401714 0.35765683 0.2086203 0.17181859 0.06199577 6.854019
## 590 0.29698777 0.32513636 0.2537829 0.23400365 0.06082796 8.498753
## 983 0.29719974 0.30580000 0.2885092 0.24550000 0.04680000 8.921313
## 1013 0.31951155 0.32763559 0.2908955 0.20230000 0.06360000 7.626441
## 2076 0.39375000 0.23475000 0.5527500 0.06250000 0.00000000 2.250000
## 2158 0.30100000 0.50400000 0.2333333 0.50000000 0.25000000 18.000000
## 2177 0.35456667 0.29483333 0.4441667 0.15000000 0.11670000 5.926815
## 2324 0.35007265 0.35760584 0.3394330 0.31780000 0.14830000 12.735849
## 182 0.33641313 0.35385333 0.3124128 0.19924674 0.09958199 7.996071
## 212 0.31308915 0.31764516 0.3062330 0.22010425 0.09650039 8.947779
## 333 0.31597708 0.31114231 0.3216909 0.19959044 0.07066965 7.756897
## 609 0.36340855 0.34372848 0.4309470 0.18734514 0.10736337 7.664661
## 1162 0.32582639 0.29390909 0.3759821 0.26210000 0.14480000 10.687500
## 1286 0.26585121 0.23080311 0.3363125 0.26710000 0.09930000 10.028571
## 1426 0.30648855 0.26525000 0.3634727 0.27270000 0.10230000 9.868015
## 1611 0.34037500 0.27802273 0.4027273 0.13330000 0.15560000 6.352941
## 1882 0.28956250 0.29956989 0.2713137 0.27030000 0.10140000 10.285714
## 1958 0.27083832 0.22124731 0.3331622 0.35710000 0.10710000 13.728825
## 2038 0.33239576 0.33167097 0.3332734 0.21880000 0.08330000 8.177889
## 2467 0.31582105 0.35080357 0.2655897 0.22800000 0.06220000 8.136998
## 756 0.46141667 0.29366667 0.6291667 0.00000000 0.16670000 0.000000
## 780 0.31102605 0.31888104 0.3018391 0.25450000 0.05570000 9.653658
## 991 0.33993123 0.31848084 0.3549100 0.18950000 0.06980000 7.496852
## 1305 0.32266045 0.29405161 0.3619027 0.23250000 0.09230000 8.723077
## 1373 0.54557143 0.60380000 0.4000000 0.00000000 0.14290000 0.000000
## 1459 0.35959195 0.36449495 0.3531200 0.22990000 0.07470000 9.230769
## 1594 0.38822222 0.34925000 0.7000000 0.00000000 0.11110000 0.000000
## 1860 0.37215152 0.36300000 0.3862308 0.03030000 0.03030000 1.285714
## 613 0.41038636 0.39028947 0.5376667 0.06819773 0.06819773 2.522727
## 1108 0.25834628 0.25649612 0.2677059 0.25720000 0.05790000 9.270382
## 2279 0.40746667 0.30762500 0.5215714 0.13330000 0.13330000 7.714297
## 2310 0.30833333 0.46250000 0.0000000 0.33330000 0.33330000 13.500014
## 2333 0.31841667 0.29031707 0.3790526 0.22950000 0.09840000 9.692308
## 2348 0.38518367 0.44096923 0.2753030 0.30300000 0.03030000 12.461519
## 2372 0.33295192 0.36966087 0.2875591 0.15890000 0.10280000 6.800000
## 2526 0.44083333 0.38900000 0.7000000 0.00000000 0.16670000 0.000000
## 2574 0.29880769 0.32907143 0.2635000 0.29630000 0.11110000 10.799995
## 111 0.34865079 0.34186250 0.3604565 0.08730000 0.07936429 3.466836
## 1438 0.34123622 0.36623881 0.3133167 0.23620000 0.10240000 9.418594
## 15041 0.24975000 0.17480000 0.3032857 0.25000000 0.16670000 9.000000
## 1811 0.50521429 0.61342857 0.3970000 0.00000000 0.07690000 0.000000
## 2092 0.33473529 0.39431579 0.2592667 0.17650000 0.23530000 8.100008
## 2131 0.42223077 0.43057143 0.4125000 0.00000000 0.15380000 0.000000
## 2410 0.46577778 0.29083333 0.8156667 0.33330000 0.00000000 13.500000
## 2539 0.28663679 0.26219868 0.3471311 0.27520000 0.06880000 10.253164
## 1111 0.34865079 0.34186250 0.3604565 0.08730000 0.07936429 3.466836
## 14381 0.34123622 0.36623881 0.3133167 0.23620000 0.10240000 9.418594
## 15042 0.24975000 0.17480000 0.3032857 0.25000000 0.16670000 9.000000
## 18111 0.50521429 0.61342857 0.3970000 0.00000000 0.07690000 0.000000
## 20921 0.33473529 0.39431579 0.2592667 0.17650000 0.23530000 8.100008
## 21311 0.42223077 0.43057143 0.4125000 0.00000000 0.15380000 0.000000
## 24101 0.46577778 0.29083333 0.8156667 0.33330000 0.00000000 13.500000
## 25391 0.28663679 0.26219868 0.3471311 0.27520000 0.06880000 10.253164
## 529 0.33963043 0.31353125 0.3992857 0.13040217 0.17386957 5.221887
## 638 0.28549664 0.29733333 0.2735000 0.21714474 0.02634211 7.266740
## 951 0.27911881 0.29172131 0.2599000 0.27450000 0.04900000 9.818169
## 1505 0.27574359 0.24683333 0.3220000 0.10260000 0.05130000 3.857144
## 1614 0.33922917 0.32986885 0.3555429 0.12370000 0.09280000 4.835813
## 1927 0.34467925 0.27821311 0.4347778 0.18870000 0.04720000 7.605623
## 2481 0.32421101 0.41114062 0.2005778 0.22730000 0.14550000 10.074610
## 2590 0.28409375 0.25739024 0.3316957 0.31540000 0.08080000 11.412365
## 467 0.27867925 0.32452381 0.2273333 0.23899748 0.03143333 8.263365
## NameASCII KsperOut wFB_per_c wSL_per_c wCT_per_c
## 479 Carson Spiers 0.30654762 1.110039618 1.24979563 -6.23289124
## 532 Wes Benjamin 0.28534332 -2.291972490 -0.33373098 NA
## 1032 Sean Manaea 0.36059548 -0.075606131 -0.43603449 NA
## 1042 Reiver Sanmartin 0.31428481 2.226241430 0.35313401 NA
## 1047 Jake Latz 0.28571409 0.535412205 -4.88400012 NA
## 1964 Ryan Tepera 0.34375020 -3.180048366 -0.62084182 -2.46870241
## 2148 Josh Rojas 0.16666667 -5.285055439 NA NA
## 2154 Rene Pinto 0.00000000 -17.498999380 NA NA
## 2192 Braden Bristo 0.23809524 3.126226303 -2.38570008 1.76697203
## 2241 Juan Then 0.15151515 0.159069151 0.22093666 NA
## 447 Keaton Winn 0.27679604 -0.981628999 2.09738820 NA
## 490 David Price 0.26154741 0.137274663 NA 0.07283572
## 496 Wade LeBlanc 0.19660618 -0.717599883 NA -1.34239684
## 923 Vince Velasquez 0.33035742 -1.208774163 2.14891091 NA
## 1038 Framber Valdez 0.30940516 0.246693461 NA NA
## 1960 Chris Owings 0.00000000 -6.641622384 NA NA
## 1984 Spencer Patton 0.18918971 -0.794894621 -2.25052807 NA
## 1996 Ildemaro Vargas 0.00000000 -3.421067766 NA NA
## 2009 Joey Krehbiel 0.33333333 0.558107495 0.99064079 NA
## 2051 Adam Cimber 0.19354807 -0.293767679 -3.64800007 NA
## 2085 Reed Garrett 0.27118639 -0.217904433 -0.08846155 NA
## 342 Luis Cessa 0.14111111 -3.786213813 -2.39435123 NA
## 362 Zack Littell 0.27539707 0.497849393 -3.56118766 0.93402191
## 896 Xzavion Curry 0.10714289 -4.719855613 3.41654342 NA
## 1195 Hunter Strickland 0.32954565 0.575001749 0.53004222 NA
## 1389 Yoan Lopez 0.35135231 -1.728594625 -3.17420203 NA
## 1393 David Paulino 0.00000000 4.102352403 NA NA
## 1463 Kodi Whitley 0.35526363 0.738565807 4.43476677 NA
## 1767 Cody Stashak 0.30612308 -1.232324312 2.86588392 NA
## 2587 Danny Young 0.44000017 2.909081047 -1.32564505 NA
## 2607 Anthony Kay 0.25000063 0.797959067 -5.11250285 -1.56306874
## 137 Griffin Canning 0.33000454 -1.588493773 -1.00876549 NA
## 258 Jimmy Lambert 0.31892338 0.228561564 0.04406754 NA
## 377 Brett Kennedy 0.16666667 -0.714259716 -1.86623072 NA
## 1581 Christian Bethancourt 0.08333333 -1.989478847 NA NA
## 1640 Lucas Sims 0.24999988 -3.147127195 1.44064665 NA
## 2382 Brett Martin 0.22459905 1.408451820 1.24185402 NA
## 2503 Colin Poche 0.36363617 0.307588072 -0.88024656 NA
## 2622 Josh Walker 0.40000000 -0.779930111 -1.20166110 NA
## 69 Mike Mayers 0.39883500 -0.057363176 1.05721285 -1.10068201
## 136 Brandon Bielak 0.30930957 0.116667579 -3.12997061 2.52966591
## 1101 Patrick Corbin 0.22962963 -0.872431353 -0.74051074 NA
## 1268 Archie Bradley 0.26143791 1.027394443 NA NA
## 1279 Dylan Floro 0.32291667 1.555621271 NA -0.66755816
## 1308 Rowan Wick 0.42028986 0.769841477 -1.31002501 1.57118699
## 1324 Andrew Knapp 0.00000000 5.541750044 NA NA
## 1330 Alex Reyes 0.43778823 0.242256978 2.75551442 NA
## 2104 Josh Lester 0.33333333 -1.671222183 NA NA
## 2314 Anthony Gose 0.44999979 3.796833470 0.38176129 NA
## 2381 Josh Taylor 0.41958101 -1.497041500 2.31620266 NA
## 55 Alec Mills 0.24388204 -0.137413405 0.13345876 NA
## 1153 Joe Smith 0.28571404 -0.439240822 -1.03229972 NA
## 1439 Brandyn Sittinger 0.07142852 -2.391214243 -8.35870802 NA
## 1617 Seth Lugo 0.35384615 0.333453549 -0.92910347 NA
## 1653 Matt Reynolds 0.00000000 -9.481692314 NA NA
## 1737 Domingo Acevedo 0.28571414 -0.652625314 1.24615225 NA
## 1926 Robert Suarez 0.42657314 1.425771567 -4.16079322 0.35701638
## 2300 Victor Mederos 0.33333333 -0.961268151 2.34767005 NA
## 238 Mitch Keller 0.28937980 0.229754162 0.68522363 NA
## 1077 Justin Steele 0.35294118 -0.524734722 1.44283710 NA
## 1159 Pedro Strop 0.50000000 -5.317599984 2.44016143 3.19749991
## 1253 Kevin Pillar 0.00000000 4.358983537 NA NA
## 1387 Domingo Acevedo 0.27272727 -3.273852305 4.42628002 NA
## 1450 Raynel Espinal 0.00000000 -1.437674076 NA NA
## 1915 Frank German 0.33333333 -3.756431053 -5.64099997 NA
## 2483 Jose Castillo 0.33333333 -4.697487503 2.93008741 NA
## 612 Matthew Liberatore 0.26984410 -1.379911377 -1.34124236 NA
## 1229 Ronald Torreyes 0.12499984 -7.530382100 NA NA
## 1231 A.J. Cole 0.29166667 -1.014708355 4.98585171 3.44860906
## 1349 Phillips Valdez 0.29166667 0.201011222 -1.59566667 NA
## 1553 Ryan Brasier 0.34224616 -1.545464493 0.90285582 NA
## 1660 Yunior Marte 0.30555556 0.036852542 -0.80250461 NA
## 1663 Jose Leclerc 0.37762213 -2.353013979 1.88609251 NA
## 1959 Christian Bethancourt 0.00000000 -22.801198960 NA NA
## 6121 Matthew Liberatore 0.26984410 -1.379911377 -1.34124236 NA
## 12291 Ronald Torreyes 0.12499984 -7.530382100 NA NA
## 12311 A.J. Cole 0.29166667 -1.014708355 4.98585171 3.44860906
## 13491 Phillips Valdez 0.29166667 0.201011222 -1.59566667 NA
## 15531 Ryan Brasier 0.34224616 -1.545464493 0.90285582 NA
## 16601 Yunior Marte 0.30555556 0.036852542 -0.80250461 NA
## 16631 Jose Leclerc 0.37762213 -2.353013979 1.88609251 NA
## 19591 Christian Bethancourt 0.00000000 -22.801198960 NA NA
## 476 Carmen Mlodzinski 0.31465055 0.988565237 -0.02134568 1.25648097
## 527 Sam Hentges 0.32772397 -2.494787378 -0.50765504 NA
## 576 Sean Newcomb 0.34024651 -0.236529525 -4.66966159 NA
## 2047 Brandon Dixon 0.00000000 10.766857010 NA NA
## 2118 Enyel De Los Santos 0.31472064 0.860017331 1.78356739 NA
## 2133 Lucas Erceg 0.41212121 0.539017804 -1.04662041 -5.27229236
## 2134 Zach McKinstry 0.00000000 -8.146454529 NA NA
## 2139 Zach Jackson 0.42592593 0.965588233 -1.17696690 NA
## 2181 Daysbel Hernandez 0.54545404 3.283975124 -7.19713943 NA
## 2190 Peter Solomon 0.15000038 -1.420162815 NA -4.82436513
## 2205 Emmanuel Clase 0.29357784 0.736110229 1.50778214 NA
## 2206 Seth Martinez 0.34883721 -0.700142187 0.76798538 NA
## 758 Shohei Ohtani 0.39897803 -0.716804923 2.67199540 0.14038126
## 820 Zach Davies 0.25310238 -0.714092456 -2.82311750 -2.01826436
## 1535 Nick Mears 0.32857190 0.181895166 NA NA
## 1546 Liam Hendriks 0.49132921 0.876822289 0.86662544 NA
## 1555 Huascar Brazoban 0.41666667 -2.308240304 1.72332702 NA
## 1618 Blake Treinen 0.40000000 4.409099817 4.36001044 -0.99384002
## 1684 Corey Knebel 0.30596993 0.837167534 -0.45836667 NA
## 1740 Yoan Lopez 0.30303030 -5.145370826 1.49875537 NA
## 1746 Daniel Duarte 0.24999968 -4.089525044 0.03833636 NA
## 2515 Jake Fishman 0.18181818 1.303902876 -1.82983823 NA
## 2577 Angel Perdomo 0.50574713 0.673821193 1.68664705 NA
## 537 Daniel Castano 0.21376843 -2.778968218 2.28644882 NA
## 960 Dylan Cease 0.40301318 -0.257542611 0.35130554 NA
## 1068 Hyun Jin Ryu 0.19753086 -1.390024243 -5.90927856 -1.03832252
## 12531 Kevin Pillar 0.00000000 4.358983537 NA NA
## 1301 Chris Mazza 0.25609788 1.140229614 1.54023968 -0.60978379
## 1487 Jeremy Beasley 0.46428587 -1.230990887 2.53059183 NA
## 1508 Demarcus Evans 0.41772205 -0.317908499 -0.58838801 -0.11975923
## 1735 Luis F. Ortiz 0.23076915 2.870879297 7.34024975 NA
## 2294 John McMillon 0.66666667 0.260248262 5.43118753 NA
## 805 Stephen Strasburg 0.35714261 -4.142907054 NA NA
## 1563 Ian Kennedy 0.29139091 0.002350028 NA -15.81688854
## 1576 Ehire Adrianza 0.33333333 3.685491780 NA NA
## 1578 Kirby Yates 0.28571429 -2.910724585 20.85379958 NA
## 1588 Randal Grichuk 0.00000000 0.608535018 NA 12.91794926
## 1606 Jason Adam 0.39473704 1.393096392 2.97468848 NA
## 1644 Carson Kelly 0.00000000 -3.880922978 -3.62882987 NA
## 1650 Kyle Barraclough 0.33333333 -1.237565652 2.15442862 3.01122492
## 1655 Kevin Plawecki 0.00000000 6.020350116 NA NA
## 1679 Reyes Moronta 0.33628288 -0.071222252 0.69628275 NA
## 1698 Keynan Middleton 0.29411765 -4.013721278 1.05234102 NA
## 1712 Willians Astudillo 0.00000000 4.080049906 NA NA
## 1722 Jake Reed 0.25999995 0.488472707 -2.76914374 NA
## 1745 Jonathan Hernandez 0.29670363 -0.876574657 2.65382715 NA
## 2562 Daniel Norris 0.28947291 1.266934604 -1.43913903 NA
## 366 Luke Weaver 0.29390458 -1.455878319 -5.59033048 -1.03646720
## 389 Miguel Diaz 0.37710438 1.953431981 4.25672803 NA
## 424 James McArthur 0.32859792 -1.002411514 2.69454370 NA
## 1627 Jackie Bradley Jr. 0.33333333 -1.884376605 NA NA
## 1668 Rowan Wick 0.35937500 -0.229914989 -3.85416968 -4.02524839
## 2123 Seby Zavala 0.00000000 9.444316228 NA NA
## 2146 Jordan Hicks 0.41116731 0.779022610 -0.52538741 NA
## 21811 Daysbel Hernandez 0.54545404 3.283975124 -7.19713943 NA
## 231 Daniel Mengden 0.36899043 -0.317726914 -10.58731184 1.50878446
## 592 Reiver Sanmartin 0.27174857 0.877764080 -1.48578374 NA
## 813 Jerad Eickhoff 0.30769253 -11.336053050 -10.20040512 NA
## 1088 Cole Ragans 0.22500000 -2.963506492 NA -0.12135949
## 1449 Jorge Alcala 0.34078194 0.088664818 2.64150996 NA
## 1670 Andres Machado 0.25842710 -0.254178844 -2.51461801 NA
## 1945 Luis Garcia 0.29608923 -0.308864823 -0.56907451 NA
## 2306 Mitch Moreland 0.33333333 1.621053884 NA NA
## 2527 John King 0.19480532 -0.063295662 -0.83606171 -7.28734840
## 340 Michael Fulmer 0.37997699 -0.622146884 0.21690091 NA
## 429 Javier Assad 0.28651695 1.001879901 0.52952357 0.39253751
## 807 Jacob deGrom 0.52849770 1.353647998 2.07981301 NA
## 9231 Vince Velasquez 0.33035742 -1.208774163 2.14891091 NA
## 1867 Aneurys Zabala 0.24999968 -6.586590680 NA NA
## 1956 Paolo Espino 0.25000000 -12.984694370 -5.18870257 NA
## 2334 Adam Eaton 0.00000000 -0.653937506 3.68363336 NA
## 2450 Joely Rodriguez 0.37748368 0.705278994 -3.14984012 NA
## 372 Jack Flaherty 0.34204075 -0.543319345 -1.01271860 NA
## 412 Adam Oller 0.22402391 -1.340614375 -1.44768037 -5.29959083
## 775 Ryan Feltner 0.31578963 -4.680934078 -1.63385953 -3.61064002
## 1358 Akeem Bostick 0.00000000 7.608000040 22.01620042 NA
## 1448 Bryan Garcia 0.27118666 -1.910852918 -0.25851813 NA
## 1899 Easton McGee 0.11111111 4.330037534 -5.37147396 7.50830025
## 1939 Eduardo Escobar 0.00000000 0.656120479 NA NA
## 2302 Oliver Perez 0.36363602 -0.320436845 1.84105552 NA
## 347 JT Chargois 0.27553634 1.023717971 0.09131872 NA
## 743 Sandy Alcantara 0.32576931 0.749987052 0.99801484 NA
## 1374 Roel Ramirez 0.00000000 -7.932111290 2.16247340 NA
## 1376 Dusten Knight 0.42307677 -3.940027621 -10.70320010 NA
## 14871 Jeremy Beasley 0.46428587 -1.230990887 2.53059183 NA
## 1509 Dauri Moreta 0.36363602 0.960892657 6.51784473 NA
## 1874 Alejo Lopez 0.00000000 -3.111507801 NA NA
## 2270 Devin Sweet 0.23076915 -0.868913289 -1.58661671 NA
## 711 Gerrit Cole 0.44669202 0.853160124 1.57279635 NA
## 10421 Reiver Sanmartin 0.31428481 2.226241430 0.35313401 NA
## 1161 Mark Melancon 0.30412354 -0.674483020 NA 0.90123961
## 1235 Luke Jackson 0.36649196 -0.784515954 1.93000006 NA
## 1300 Daniel Robertson 0.00000000 -0.666790977 NA NA
## 1320 Buck Farmer 0.34905692 -1.370190747 NA NA
## 2238 Brenan Hanifee 0.20000000 -0.065223539 -0.70336470 -1.51391434
## 2569 Aaron Bummer 0.44571453 -0.351199997 1.04257520 -0.82601915
## 395 Trevor Richards 0.48111499 -1.208815071 NA NA
## 1429 Scott Effross 0.40908997 0.481850364 0.62439131 NA
## 1440 Seranthony Dominguez 0.33333333 7.206429839 0.97274249 NA
## 1443 Trevor Richards 0.40414467 2.055756211 1.42797532 NA
## 1474 Trevor Stephan 0.39473704 -0.772479956 -0.39074292 NA
## 1501 J.B. Bukauskas 0.26923129 -3.839992594 -0.15410249 NA
## 1502 Nick Sandlin 0.47524708 0.819625778 0.89673570 NA
## 1504 Eduard Bazardo 0.33333333 0.629094450 -3.61064002 NA
## 1516 Kervin Castro 0.32500082 2.279380004 NA NA
## 1922 Cole Waites 0.23529399 -3.178068383 1.23206454 NA
## 222 Reynaldo Lopez 0.32086630 2.196867210 -0.38751783 NA
## 4791 Carson Spiers 0.30654762 1.110039618 1.24979563 -6.23289124
## 1254 Seth Lugo 0.39568372 0.914711409 -2.43870485 NA
## 1343 Jack Mayfield 0.00000000 11.372400320 NA NA
## 1671 Luis Perdomo 0.16901384 0.975949988 0.81220254 NA
## 1705 Hunter Harvey 0.38135624 1.863615536 -3.08956007 NA
## 1719 Victor Arano 0.34920635 -0.681316654 -0.70999373 NA
## 1830 Jhon Romero 0.40000000 -2.174632647 1.79848152 NA
## 1172 Ryan Brasier 0.25000000 1.477355516 -2.69774502 NA
## 11951 Hunter Strickland 0.32954565 0.575001749 0.53004222 NA
## 1311 Dillon Maples 0.42553237 -0.163222941 1.97650740 NA
## 1313 Andres Machado 0.28037358 -0.264270268 0.42919750 NA
## 1353 Devin Williams 0.53703704 -1.406701406 -1.58900714 NA
## 1360 Stefan Crichton 0.24285749 -1.997209370 -0.18933482 NA
## 1895 Luis Frias 0.27450980 -2.167756708 -5.08741107 NA
## 1983 Jace Peterson 0.16666667 -4.642395363 NA NA
## 2248 Cody Bolton 0.34375054 -1.652811234 -1.30753435 NA
## 2357 Adam Conley 0.27118598 -0.033442124 -2.89668616 NA
## 226 Julian Merryweather 0.28771473 -3.560170932 1.93974325 NA
## 480 Louie Varland 0.34380784 -0.392013258 -2.06681804 0.67121945
## 845 JT Brubaker 0.34027778 -0.906666705 -1.22023945 NA
## 1552 Arodys Vizcaino 0.17647049 -0.693288226 NA NA
## 1609 Yimi Garcia 0.31693989 2.392978793 -4.37522541 0.86976536
## 1703 Jack Mayfield 0.00000000 1.909269278 NA NA
## 1728 James Norwood 0.42307775 -2.063358737 -0.05148857 NA
## 2145 Guillermo Zuniga 0.66666667 0.083749167 2.38722949 NA
## 249 Freddy Peralta 0.36919000 0.672847342 0.30803860 NA
## 251 Tommy Nance 0.43503370 -1.794315894 1.29073078 NA
## 506 Drew Smyly 0.30821113 -0.890827834 NA -0.76664986
## 556 Packy Naughton 0.17672751 -0.124698300 -4.38587205 NA
## 1208 Sergio Romo 0.32432416 0.826201151 0.43397418 NA
## 1283 Richard Rodriguez 0.21761669 1.300986798 0.30039084 NA
## 1284 Robert Stephenson 0.37681159 -0.651841679 0.60543101 NA
## 2345 Alex Claudio 0.30612215 -0.705077447 0.02406088 NA
## 2565 Amir Garrett 0.38356217 -0.241687126 -0.78269811 NA
## 317 Hayden Wesneski 0.33271892 1.391057912 1.44353609 0.65319333
## 335 John Brebbia 0.40902770 1.057170187 -0.42025079 NA
## 663 Josh Fleming 0.16162780 0.379575400 NA NA
## 1333 Kyle McGowin 0.38888889 0.288199992 0.49990704 NA
## 1475 Jhon Romero 0.25000000 -1.739068031 1.01010589 NA
## 19961 Ildemaro Vargas 0.00000000 -3.421067766 NA NA
## 2113 Ryan Helsley 0.47272686 0.860346028 NA 3.12551357
## 2368 Kent Emanuel 0.24528255 1.085746004 -2.19241170 NA
## 22 David Robertson 0.44727273 NA NA 0.01996861
## 63 Corey Knebel 0.39019605 1.669692449 NA NA
## 168 Luis Patino 0.31693551 0.823577441 -0.20373682 NA
## 174 Matt Bush 0.41354738 0.116768478 -2.91254650 NA
## 673 Austin Cox 0.30658891 -0.175667922 0.79344790 NA
## 1177 Jose Cisnero 0.33513496 1.360441744 -1.31396657 NA
## 1180 Craig Kimbrel 0.55865892 0.802798271 NA NA
## 1260 Chris Devenski 0.22727283 -5.654122392 2.12012778 NA
## 1744 Javy Guerra 0.18518519 0.873226148 -4.14238136 NA
## 1759 Drew Smith 0.38405797 0.182211952 -0.29770543 NA
## 2222 Elvis Peguero 0.29347841 1.467526811 0.72880647 NA
## 2362 Tyler Webb 0.28571488 -1.403860938 -1.47051699 NA
## 2530 Damon Jones 0.35714261 2.047045484 -7.30041052 NA
## 2600 Gregory Soto 0.35911621 0.653396920 1.08034478 NA
## 2641 Brent Headrick 0.38960988 -1.484913620 -0.68566489 NA
## 7581 Shohei Ohtani 0.39897803 -0.716804923 2.67199540 0.14038126
## 1178 Steve Cishek 0.31219528 1.321527416 -1.17609050 NA
## 1287 Jharel Cotton 0.32608660 1.089883995 -0.02278773 -13.55881436
## 1445 Jake Rogers 0.00000000 -4.740088126 NA NA
## 19561 Paolo Espino 0.25000000 -12.984694370 -5.18870257 NA
## 2229 Max Castillo 0.16393470 -0.756303442 -1.25881478 NA
## 2246 Eduardo Salazar 0.13513550 -1.088403945 -0.24399342 NA
## 2312 Fernando Abad 0.18867889 -0.652872605 -2.35704709 NA
## 2412 Ben Bowden 0.39252301 -2.222008286 1.13460984 NA
## 173 Drew Rasmussen 0.33134274 1.843889933 0.95979723 NA
## 315 Spencer Strider 0.51142106 1.419288293 1.25321655 NA
## 376 Trevor Megill 0.49999955 0.235685753 NA NA
## 1630 Orlando Arcia 0.00000000 4.484980106 NA NA
## 1646 Tayler Scott 0.36111111 0.474349528 -2.43232631 NA
## 1683 Kyle Finnegan 0.34999981 1.066383550 -1.99431256 NA
## 1891 Mason Thompson 0.20270243 0.640040008 2.32457952 NA
## 1930 Zach McAllister 0.31250019 -5.225628444 2.14073327 -3.19839988
## 2007 Clay Holmes 0.37566138 0.537498580 2.59829484 NA
## 2252 Edgar Navarro 0.34615372 -1.401290330 -1.97277361 NA
## 2471 Paul Fry 0.35897436 0.657237090 -1.57197757 NA
## 2511 Darwinzon Hernandez 0.44999979 -3.314009013 -12.41910610 NA
## 152 Brusdar Graterol 0.27136336 0.163623330 0.87683725 NA
## 307 Penn Murfee 0.36536614 0.570931080 2.26234384 NA
## 414 Brusdar Graterol 0.23695716 3.144394464 -0.29210218 0.70372746
## 1185 Ian Kennedy 0.36686411 1.313170654 NA 3.57995987
## 1331 Lou Trivino 0.30316727 0.298044956 NA 0.26598696
## 1351 Yefry Ramirez 0.33333333 1.751200027 13.72915010 NA
## 1565 Yadier Molina 0.16666667 -2.407010449 NA NA
## 1718 Luis Torrens 0.00000000 -5.301032143 5.51876984 NA
## 1808 Sheldon Neuse 0.00000000 8.564608512 NA NA
## 2013 Chris Stratton 0.32661278 1.916215619 -0.84602025 NA
## 2031 Harold Castro 0.00000000 -3.594862182 NA NA
## 2090 Domingo Acevedo 0.25000009 -5.648904304 -1.54594113 NA
## 598 Zach Logue 0.24467107 -1.972779061 -3.37544412 -0.73925082
## 1155 Darren O'Day 0.34374891 -0.168445368 0.58797501 NA
## 13581 Akeem Bostick 0.00000000 7.608000040 22.01620042 NA
## 1533 Andrew Wantz 0.46341521 -0.654827248 1.75638100 -0.48658944
## 2025 Jose Leclerc 0.39181287 0.588057615 2.94203155 NA
## 2035 Giovanny Gallegos 0.35757576 0.411571095 -0.04637335 NA
## 2307 Tony Watson 0.25581410 0.946596192 2.50030625 NA
## 2498 Kolby Allard 0.30158730 -1.250421401 NA -4.62042418
## 5321 Wes Benjamin 0.28534332 -2.291972490 -0.33373098 NA
## 975 Bailey Ober 0.33718324 0.764714023 -0.70793874 NA
## 1040 Dillon Peters 0.28749964 -0.529838441 NA NA
## 1214 Shelby Miller 0.21052576 -1.342649052 -8.01607707 0.24317869
## 1612 Jake Hager 0.14285735 0.162165000 NA NA
## 2006 Carson Kelly 0.12500003 -6.481692195 NA NA
## 2338 Josh Osich 0.20930282 -0.897112489 NA 1.67336003
## 2504 Andrew Vasquez 0.38461569 1.236948151 0.03074320 NA
## 2536 Nate Fisher 0.11111111 -1.316649963 1.69485877 NA
## 279 Steven Wilson 0.33168584 0.188633836 1.91900526 NA
## 351 Emilio Pagan 0.31358901 1.931806963 2.57741548 NA
## 1336 Jake Newberry 0.38461567 -5.124863711 -3.31053848 NA
## 13492 Phillips Valdez 0.29166667 0.201011222 -1.59566667 NA
## 1356 Ryne Stanek 0.40487826 0.426474145 1.81805558 NA
## 1417 Ryan Meisinger 0.27272739 -1.568781644 -3.75015689 NA
## 15091 Dauri Moreta 0.36363602 0.960892657 6.51784473 NA
## 1542 Kenley Jansen 0.44270833 -1.416110570 -0.88348488 1.85046299
## 2055 Kendall Graveman 0.33165846 0.870972409 -0.73603915 NA
## 2273 Blair Calvo 0.00000000 20.486199860 -4.52011675 NA
## 2499 Kirby Snead 0.26119384 -1.005263251 -1.65344869 NA
## 2566 Anthony Banda 0.28571429 -1.838415802 1.27653498 NA
## 51 John Gant 0.27856223 -0.069552331 0.27611821 0.89675225
## 365 Yonny Chirinos 0.21016479 -0.176238594 -2.67041219 NA
## 552 Lucas Gilbreath 0.33868082 1.088119286 0.02678303 NA
## 630 Matt Strahm 0.41078369 0.799190087 2.16895758 -0.05602437
## 1493 Andres Munoz 0.50000052 2.094466736 -5.95651984 NA
## 1506 Emmanuel Clase 0.35406680 1.442915032 2.65843657 NA
## 1514 Nick Maton 1.00000104 6.908600032 NA NA
## 1925 Hirokazu Sawamura 0.26315773 -0.594951234 1.11475654 NA
## 2349 Sam Selman 0.25333333 0.491587219 -0.28996091 NA
## 2413 Kyle Dohy 0.33333333 0.294632775 NA NA
## 2629 Joe La Sorsa 0.28571461 -1.797718941 1.97222660 NA
## 48 Pierce Johnson 0.43913510 -0.958702064 NA NA
## 246 Scott Effross 0.36207670 -0.603844586 1.97213658 NA
## 1428 Julian Fernandez 0.19999990 -0.674357559 NA NA
## 14872 Jeremy Beasley 0.46428587 -1.230990887 2.53059183 NA
## 1503 Manuel Rodriguez 0.30188622 -1.400860520 NA NA
## 16981 Keynan Middleton 0.29411765 -4.013721278 1.05234102 NA
## 1700 Adam Cimber 0.27358515 0.404857563 -0.26495231 NA
## 2169 Bligh Madris 0.00000000 -5.809054591 NA NA
## 2178 Eli Morgan 0.37128733 -0.590755125 -0.48281080 NA
## 2626 Jose A. Ferrer 0.24509804 0.537291036 -5.89795858 NA
## 3951 Trevor Richards 0.48111499 -1.208815071 NA NA
## 1270 Colten Brewer 0.33333333 NA -5.48544271 -10.85741169
## 1315 Keone Kela 0.40624872 -1.241833303 NA NA
## 1381 Josh James 0.53333333 -2.673074901 2.01389442 NA
## 16531 Matt Reynolds 0.00000000 -9.481692314 NA NA
## 1661 J.B. Wendelken 0.24137931 -0.539102035 -1.12229087 NA
## 2027 Carlos Estevez 0.41711251 0.622990723 -0.08999115 NA
## 2128 Jacob Webb 0.35403704 1.323266665 -0.16927799 NA
## 1220 Jake Petricka 0.44444444 -3.277097146 3.54751349 NA
## 1369 Jordan Luplow 0.00000000 -5.993944407 NA NA
## 1392 Edgar Santana 0.25781231 -0.327585863 1.31876636 NA
## 1751 Tanner Rainey 0.40000000 -0.250913077 0.68004027 NA
## 1988 Michael Kelly 0.31999935 -1.860634147 1.87624833 3.69760010
## 2153 Bryan Baker 0.37777778 -0.102953138 2.05837957 NA
## 2167 Rico Garcia 0.28571444 -3.444299404 NA NA
## 2437 Tommy Milone 0.09999980 0.466592997 4.40574454 NA
## 2454 Danny Coulombe 0.24324391 1.770620648 1.10035781 NA
## 2578 Jose Alvarado 0.51612943 1.361738542 0.57723203 NA
## 1097 Clayton Kershaw 0.34683455 0.229337317 1.94671974 NA
## 1209 Chaz Roe 1.00000104 -1.034054567 -6.04423334 NA
## 1335 Jimmie Sherfy 0.26666612 1.150401691 -0.08438612 NA
## 1975 Luke Jackson 0.43000041 0.479394446 1.68562130 NA
## 2187 Steven Wilson 0.35849057 0.211060117 1.59644047 -16.33017510
## 2259 Kyle Leahy 0.40000161 -7.849856785 -8.38496332 NA
## 2341 Alberto Baldonado 0.37499882 -0.186845385 -0.81674328 NA
## 2453 Andrew Chafin 0.38953510 -0.189752062 1.06977702 NA
## 2522 Nick Vespi 0.35443083 -0.233063511 -1.32769939 NA
## 574 Ryan Yarbrough 0.25385254 -0.842807329 -0.72036349 -1.83823877
## 590 Keegan Akin 0.31476862 1.151804411 1.02600739 NA
## 983 Logan Gilbert 0.33041899 -0.081601954 1.76578037 NA
## 1013 Madison Bumgarner 0.28246079 -0.007270334 0.18713846 NA
## 2076 Isiah Kiner-Falefa 0.08333333 1.458433329 NA NA
## 2158 Ryder Ryan 0.66666667 -3.225166599 10.45747144 NA
## 2177 Chad Smith 0.21951165 -0.908855079 -1.06974759 NA
## 2324 Rex Brothers 0.47169811 -0.829784440 1.19776157 NA
## 182 Bryan Shaw 0.29615077 0.171762491 -2.77250105 0.17363354
## 212 Duane Underwood Jr. 0.33139921 0.615692934 NA 0.32608574
## 333 Adrian Houser 0.28729246 0.241789826 -0.72202892 NA
## 609 Kris Bubic 0.28387635 -1.865294757 NA NA
## 1162 Tyler Chatwood 0.39583333 -0.612798735 NA 1.72571016
## 1286 Clay Holmes 0.37142857 1.361041358 1.45684188 NA
## 1426 Josh Staumont 0.36548204 1.518910557 NA NA
## 1611 Domingo Tapia 0.23529412 -2.348584706 2.28423221 NA
## 1882 Peter Strzelecki 0.38095238 0.621285720 0.12490497 NA
## 1958 Joe Kelly 0.50847501 -0.232006056 1.44584815 NA
## 2038 Kyle Finnegan 0.30288477 0.151863055 -4.53149143 NA
## 2467 Tim Mayza 0.30137028 1.358579484 -4.05908645 NA
## 756 Connor Seabold 0.00000000 -2.818548238 10.60009996 NA
## 780 Logan Gilbert 0.35754290 1.341185975 -1.93175594 NA
## 991 Brady Singer 0.27766120 -1.308821343 -0.01296637 NA
## 1305 Jose Ruiz 0.32307692 1.159581875 -6.90733353 NA
## 1373 Luis Guillorme 0.00000000 -8.066125214 NA NA
## 1459 Matt Foster 0.34188034 0.638475264 0.83467898 -10.21754146
## 1594 Andrelton Simmons 0.00000000 -10.143480300 NA NA
## 1860 Kody Clemens 0.04761905 -1.525772702 NA NA
## 613 Angel Zerpa 0.09343434 0.334604145 -0.17929077 NA
## 1108 Max Fried 0.34334748 0.293425266 0.32805873 NA
## 2279 Cole Waites 0.28571470 -1.094913350 -11.06930017 NA
## 2310 Anthony Rizzo 0.50000052 0.420616364 NA NA
## 2333 Grant Dayton 0.35897436 -2.190460164 NA NA
## 2348 Hoby Milner 0.46153774 -2.325945634 -0.60042625 NA
## 2372 Sam Clay 0.25185185 -0.834857411 0.73828059 NA
## 2526 Brendon Little 0.00000000 -12.268733180 -3.16769992 NA
## 2574 Matt Gage 0.39999981 -2.526953771 1.41898425 5.94811440
## 111 Thomas Eshelman 0.12840133 -1.719227260 -1.29606414 NA
## 1438 Tommy Nance 0.34883680 0.190344885 3.00648991 NA
## 15041 Eduard Bazardo 0.33333333 0.629094450 -3.61064002 NA
## 1811 Mike Brosseau 0.00000000 0.104172045 NA NA
## 2092 Sam Coonrod 0.30000031 -0.911656893 0.09349191 2.51480965
## 2131 Nicky Lopez 0.00000000 -3.696404752 NA NA
## 2410 Dylan Lee 0.50000000 -9.843582908 -1.19533332 NA
## 2539 Matt Moore 0.37974681 0.143915835 NA NA
## 1111 Thomas Eshelman 0.12840133 -1.719227260 -1.29606414 NA
## 14381 Tommy Nance 0.34883680 0.190344885 3.00648991 NA
## 15042 Eduard Bazardo 0.33333333 0.629094450 -3.61064002 NA
## 18111 Mike Brosseau 0.00000000 0.104172045 NA NA
## 20921 Sam Coonrod 0.30000031 -0.911656893 0.09349191 2.51480965
## 21311 Nicky Lopez 0.00000000 -3.696404752 NA NA
## 24101 Dylan Lee 0.50000000 -9.843582908 -1.19533332 NA
## 25391 Matt Moore 0.37974681 0.143915835 NA NA
## 529 Travis Bergen 0.19340323 0.109169587 NA NA
## 638 Ryan Borucki 0.26913852 0.595845718 2.92880817 1.49413545
## 951 Tyler Mahle 0.36363589 1.008490794 -0.02275207 12.65788873
## 1505 Oliver Ortega 0.14285719 -1.630935112 NA NA
## 1614 Jacob Barnes 0.17910418 -0.651057245 1.30962287 -0.88096536
## 1927 Tommy Hunter 0.28168974 2.009703531 NA -2.90253909
## 2481 Eric Stout 0.37313371 -1.728742669 -0.73384318 NA
## 2590 A.J. Minter 0.42268018 0.909634741 0.57691523 NA
## 467 Ryan Pepiot 0.30605055 1.853744833 1.25215153 NA
## wCB_per_c wCH_per_c wSF_per_c wKN_per_c FA_pct_sc
## 479 NA -6.104740891 NA NA 0.27630312
## 532 -4.50272476 -2.145362313 NA NA 0.43439196
## 1032 NA 1.272607478 NA NA NA
## 1042 NA -0.254745460 NA NA 0.28180000
## 1047 -3.78677276 -3.661850095 NA NA 0.48810000
## 1964 NA NA -5.18659216 NA 0.31740000
## 2148 NA NA NA NA 0.44440000
## 2154 NA NA NA NA 0.61540000
## 2192 NA 1.269311334 NA NA NA
## 2241 NA -6.824405129 NA NA 0.10180000
## 447 NA NA 1.07925707 NA 0.26422267
## 490 0.70544052 -2.204197237 NA NA 0.17956074
## 496 0.58273912 -0.554991881 NA NA 0.14968552
## 923 NA -1.777303822 NA NA 0.41540000
## 1038 1.31309003 -0.357694451 NA NA 0.05170000
## 1960 NA NA NA NA NA
## 1984 NA 0.253847498 NA NA 0.53660000
## 1996 NA NA NA NA 0.21430000
## 2009 NA 5.717866619 NA NA 0.50000000
## 2051 NA NA NA NA 0.41400000
## 2085 8.11351107 NA -4.25822806 NA 0.31990000
## 342 NA -1.550820410 NA NA 0.23538182
## 362 NA NA -1.59318638 NA 0.31253404
## 896 -5.29105018 5.414249897 NA NA 0.58790000
## 1195 NA NA 0.52754159 NA 0.51270000
## 1389 NA NA NA NA 0.51630000
## 1393 -17.73672754 NA NA NA 0.65630000
## 1463 NA 1.916061882 NA NA 0.56860000
## 1767 NA 4.308824986 NA NA 0.48900000
## 2587 NA NA NA NA NA
## 2607 NA 0.002533197 NA NA 0.54550000
## 137 -2.23611624 0.670749085 NA NA 0.40909278
## 258 -1.43535412 0.136966347 NA NA 0.44578088
## 377 NA -1.642790556 NA NA 0.51631446
## 1581 NA NA NA NA 0.51920000
## 1640 3.54772146 NA NA NA 0.42640000
## 2382 -2.70203094 NA NA NA 0.24070000
## 2503 NA NA NA NA 0.77490000
## 2622 NA -4.518349841 NA NA 0.65300000
## 69 NA 16.434755452 NA NA 0.38087587
## 136 1.78070133 2.826241326 NA NA 0.40078624
## 1101 NA -2.057117702 NA NA 0.17080000
## 1268 -3.79304886 -1.715372145 NA NA 0.46800000
## 1279 NA 0.412953682 NA NA 0.30480000
## 1308 2.08818181 NA NA NA 0.62250000
## 1324 NA NA NA NA NA
## 1330 -3.59929516 -0.586670795 NA NA 0.30660000
## 2104 NA NA NA NA NA
## 2314 NA NA NA NA 0.73040000
## 2381 2.40146756 NA NA NA 0.36920000
## 55 -1.56063907 -0.614299002 NA NA 0.17170058
## 1153 NA 4.048935856 NA NA 0.23580000
## 1439 NA NA NA NA 0.70000000
## 1617 0.64068666 1.160344481 NA NA 0.28920000
## 1653 -2.73158997 -49.392798540 NA 3.190533 0.95240000
## 1737 NA 2.977207115 NA NA 0.42090000
## 1926 -0.97777223 1.010642875 NA NA 0.43570000
## 2300 -8.63166650 NA NA NA 0.09090000
## 238 -1.38570095 -2.259665876 NA NA 0.33158690
## 1077 0.50105786 1.632148792 NA NA 0.56840000
## 1159 NA NA NA NA 0.20000000
## 1253 NA NA NA NA NA
## 1387 NA 0.464522218 NA NA 0.50570000
## 1450 NA NA 1.51936660 NA 0.69440000
## 1915 NA NA -1.81441493 NA 0.69050000
## 2483 NA NA NA NA 0.50000000
## 612 -1.15700560 -1.687925985 NA NA 0.34425839
## 1229 NA NA NA NA 1.00000000
## 1231 -2.90020773 1.061147545 NA NA 0.42110000
## 1349 NA -0.174016665 NA NA 0.00580000
## 1553 NA -1.227200031 NA NA 0.44370000
## 1660 NA NA NA NA 0.25930000
## 1663 8.53076676 1.802529013 2.62125476 NA 0.36430000
## 1959 NA NA NA NA 0.40000000
## 6121 -1.15700560 -1.687925985 NA NA 0.34425839
## 12291 NA NA NA NA 1.00000000
## 12311 -2.90020773 1.061147545 NA NA 0.42110000
## 13491 NA -0.174016665 NA NA 0.00580000
## 15531 NA -1.227200031 NA NA 0.44370000
## 16601 NA NA NA NA 0.25930000
## 16631 8.53076676 1.802529013 2.62125476 NA 0.36430000
## 19591 NA NA NA NA 0.40000000
## 476 NA -0.417351480 NA NA 0.49632895
## 527 1.16939677 NA NA NA 0.41397736
## 576 -3.04652075 9.248673430 NA NA 0.55123657
## 2047 NA NA NA NA 1.00000000
## 2118 NA -2.495425559 NA NA 0.60420000
## 2133 NA 0.656729604 NA NA 0.27350000
## 2134 NA NA NA NA 1.00000000
## 2139 NA NA NA NA 0.58600000
## 2181 NA NA NA NA 0.48190000
## 2190 -1.07325298 -12.283200030 NA NA 0.54660000
## 2205 NA NA NA NA 0.00450000
## 2206 NA -2.057715354 NA NA 0.39920000
## 758 -2.94268491 NA 3.55452054 NA 0.44150000
## 820 -1.55743289 1.104876626 NA NA NA
## 1535 -2.00159255 NA NA NA 0.64300000
## 1546 -1.41000001 NA NA NA 0.60550000
## 1555 NA -0.195915624 NA NA 0.23300000
## 1618 NA NA NA NA 0.11590000
## 1684 -1.50574534 NA NA NA 0.70000000
## 1740 NA NA -0.35951417 NA 0.45690000
## 1746 -1.87994999 -5.734809861 NA NA 0.51950000
## 2515 NA NA NA NA NA
## 2577 NA -2.269173545 NA NA 0.61710000
## 537 NA -1.540411042 NA NA 0.42533696
## 960 -1.85454956 0.958998998 NA NA 0.43160000
## 1068 0.11976241 0.275121517 NA NA 0.41770000
## 12531 NA NA NA NA NA
## 1301 NA -1.727800071 NA NA 0.04600000
## 1487 -4.30776998 NA -6.60240521 NA 0.55560000
## 1508 NA NA NA NA 0.60340000
## 1735 -7.48805851 0.167989995 NA NA 0.27120000
## 2294 NA NA NA NA 0.38180000
## 805 -2.99103179 -3.080866734 NA NA 0.27710000
## 1563 -5.82206011 -11.741014040 -5.74653481 NA 0.81300000
## 1576 NA NA NA NA 1.00000000
## 1578 NA NA -1.38470744 NA 0.50360000
## 1588 6.15350008 NA NA NA NA
## 1606 NA 2.237300275 NA NA 0.32060000
## 1644 NA -22.212900220 NA NA 0.98530000
## 1650 NA NA NA NA 0.48200000
## 1655 -2.12013995 NA NA -49.252301 1.00000000
## 1679 NA 0.299941965 NA NA 0.53350000
## 1698 NA 3.939560855 NA NA 0.50420000
## 1712 NA NA NA 7.422845 0.26090000
## 1722 NA -3.845285518 NA NA 0.06840000
## 1745 NA -0.978571460 NA NA 0.01170000
## 2562 NA -4.152263728 NA NA 0.41470000
## 366 -0.34069629 -2.047443241 NA NA 0.43403215
## 389 NA 1.175908532 NA NA 0.21291111
## 424 1.50374391 NA NA NA NA
## 1627 NA NA NA NA 0.90000000
## 1668 -1.02385948 NA -3.62882987 NA 0.55730000
## 2123 NA NA NA NA 1.00000000
## 2146 NA NA 2.32148882 NA 0.10680000
## 21811 NA NA NA NA 0.48190000
## 231 -5.53675668 -1.999992416 NA NA 0.29348125
## 592 NA -3.371880123 NA NA 0.19039023
## 813 1.61429495 -7.671099901 NA NA 0.22890000
## 1088 -0.60570227 2.805642218 NA NA 0.44480000
## 1449 NA 0.866602975 NA NA 0.36590000
## 1670 NA 1.666303296 NA NA 0.30500000
## 1945 NA NA 2.27648776 NA 0.13560000
## 2306 7.10494965 -1.100280043 NA NA 0.76470000
## 2527 NA 1.474718919 NA NA NA
## 340 1.56206586 NA NA NA 0.28594177
## 429 -4.01546185 -3.308725611 NA NA 0.19176281
## 807 4.38168744 -0.452827285 NA NA 0.47450000
## 9231 NA -1.777303822 NA NA 0.41540000
## 1867 13.76279990 4.464706580 NA NA 0.51160000
## 1956 4.40558344 -9.286949784 NA NA 0.35640000
## 2334 -3.94066498 NA NA NA 0.66670000
## 2450 NA 1.066613490 NA NA 0.07840000
## 372 0.17748014 NA NA NA 0.41614846
## 412 NA -14.040095585 NA NA 0.45039505
## 775 -3.28383322 4.792218317 NA NA 0.53520000
## 1358 -2.87643001 NA -1.62528572 NA 0.35710000
## 1448 NA -3.933607615 NA NA 0.01500000
## 1899 -6.27999976 -1.798530047 NA NA 0.02170000
## 1939 NA NA NA NA 0.36360000
## 2302 NA NA NA NA 0.21430000
## 347 NA NA NA NA 0.07857586
## 743 -3.62619989 0.421818318 NA NA 0.21580000
## 1374 -6.57922029 NA -6.57922029 NA 0.64290000
## 1376 -4.00707862 2.727596798 NA NA 0.36020000
## 14871 -4.30776998 NA -6.60240521 NA 0.55560000
## 1509 NA -4.413214326 NA NA 0.68420000
## 1874 NA NA NA NA 0.26920000
## 2270 NA -6.643324509 NA NA 0.50000000
## 711 -0.50006655 1.399551038 NA NA 0.47120000
## 10421 NA -0.254745460 NA NA 0.28180000
## 1161 2.02397249 0.968580041 NA NA 0.02850000
## 1235 1.45696268 NA NA NA 0.35640000
## 1300 NA NA NA NA 1.00000000
## 1320 -0.56650000 -1.189768827 NA NA 0.47660000
## 2238 NA -5.951470487 NA NA NA
## 2569 NA -8.533419967 NA NA 0.05550000
## 395 NA 0.965539585 NA NA 0.43411111
## 1429 NA -2.973431891 NA NA 0.19820000
## 1440 NA NA NA NA 0.57140000
## 1443 NA -0.978677388 NA NA 0.56630000
## 1474 NA -0.863969387 NA NA 0.59740000
## 1501 NA -4.157225932 NA NA 0.47200000
## 1502 NA NA -0.31554306 NA 0.13980000
## 1504 2.83685453 NA NA NA 0.36540000
## 1516 -1.17022161 NA NA NA 0.74130000
## 1922 NA NA NA NA 0.70190000
## 222 0.13651113 2.424392470 NA NA 0.54994213
## 4791 NA -6.104740891 NA NA 0.27630312
## 1254 1.87599040 -11.862773250 NA NA 0.29180000
## 1343 NA NA NA NA NA
## 1671 NA -2.452891288 NA NA NA
## 1705 -5.23431843 NA -0.74661820 NA 0.77000000
## 1719 NA NA NA NA 0.09730000
## 1830 NA -4.498400007 NA NA 0.54440000
## 1172 -10.25190895 NA NA NA 0.68530000
## 11951 NA NA 0.52754159 NA 0.51270000
## 1311 -0.84557857 NA NA NA 0.33100000
## 1313 NA 0.373865073 NA NA 0.55660000
## 1353 NA 1.940252352 NA NA 0.33530000
## 1360 NA -3.813830706 NA NA 0.00740000
## 1895 -1.34071023 1.528594395 NA NA 0.62360000
## 1983 NA NA NA NA 0.02330000
## 2248 NA -2.262680054 NA NA 0.54730000
## 2357 NA 4.654294182 NA NA 0.54050000
## 226 NA 1.869094116 NA NA 0.51575042
## 480 NA -1.275924937 NA NA 0.42687597
## 845 0.98614399 -3.010495832 NA NA 0.06050000
## 1552 1.40707784 -72.408497330 NA NA 0.56520000
## 1609 NA -5.620908110 NA NA 0.44370000
## 1703 NA NA NA NA 0.30770000
## 1728 NA NA -0.28595099 NA 0.48650000
## 2145 NA -3.282345086 NA NA 0.55810000
## 249 2.05851530 1.563935289 NA NA 0.54939306
## 251 0.16826999 NA NA NA 0.12927755
## 506 -0.15456107 NA NA NA 0.46423901
## 556 NA -0.761213930 NA NA 0.33188333
## 1208 NA -2.750491259 NA NA 0.02110000
## 1283 NA NA NA NA 0.86120000
## 1284 1.03532595 -1.645731678 NA NA 0.49410000
## 2345 NA -2.770826386 NA NA 0.14140000
## 2565 NA NA NA NA 0.20590000
## 317 NA -0.671694989 NA NA 0.26135000
## 335 NA NA NA NA 0.45759752
## 663 -0.47508807 -1.735390200 NA NA 0.04829638
## 1333 NA NA NA NA 0.10830000
## 1475 NA 0.561271811 NA NA 0.64100000
## 19961 NA NA NA NA 0.21430000
## 2113 -0.80087727 NA NA NA 0.56180000
## 2368 NA 4.375173735 NA NA NA
## 22 0.49796906 NA NA NA NA
## 63 1.66929219 NA NA NA 0.58017327
## 168 -3.17775620 -4.321800560 NA NA 0.60595075
## 174 2.37981545 NA NA NA 0.48795615
## 673 1.13772096 -0.297666473 NA NA 0.48733893
## 1177 NA -3.092437424 NA NA 0.40540000
## 1180 2.76163912 NA NA NA 0.59330000
## 1260 2.18422506 -0.536111423 NA NA 0.33790000
## 1744 NA NA NA NA 0.15450000
## 1759 1.24541795 3.672116302 NA NA 0.52440000
## 2222 NA NA NA NA NA
## 2362 NA -4.531410949 NA NA 0.38780000
## 2530 NA NA NA NA 0.62860000
## 2600 NA 1.276534982 NA NA 0.17490000
## 2641 NA -3.897500038 NA NA 0.56160000
## 7581 -2.94268491 NA 3.55452054 NA 0.44150000
## 1178 NA -29.015433790 NA NA 0.16760000
## 1287 -2.29088889 0.756750020 NA NA 0.46210000
## 1445 NA NA NA NA NA
## 19561 4.40558344 -9.286949784 NA NA 0.35640000
## 2229 NA 1.489370726 NA NA 0.42400000
## 2246 NA -7.812641561 NA NA 0.12550000
## 2312 -1.78824679 0.636243758 NA NA 0.06020000
## 2412 NA -1.038807964 NA NA 0.70920000
## 173 -0.39069624 -8.761911164 NA NA 0.64871303
## 315 NA -0.015882971 NA NA 0.66990814
## 376 0.18435501 NA NA NA 0.72101284
## 1630 NA NA NA NA 0.20000000
## 1646 NA -1.644114964 NA NA 0.14120000
## 1683 NA NA -0.29295683 NA NA
## 1891 NA 1.757781953 NA NA 0.01640000
## 1930 NA NA 2.17581110 NA NA
## 2007 NA NA NA NA 0.00290000
## 2252 NA -3.465899825 NA NA NA
## 2471 NA NA NA NA 0.33190000
## 2511 2.36784592 NA NA NA 0.60990000
## 152 NA NA NA NA 0.02047667
## 307 NA NA NA NA 0.41062647
## 414 NA NA NA NA 0.10223268
## 1185 -4.29301741 -5.269226020 NA NA 0.82540000
## 1331 0.93339258 3.053616498 NA NA 0.25320000
## 1351 -2.56450996 9.648716450 NA NA 0.39130000
## 1565 -15.18409479 NA NA NA 0.45000000
## 1718 NA NA 11.38629988 -3.609440 0.97060000
## 1808 NA NA NA 2.867220 0.24240000
## 2013 -1.38432161 0.471603049 NA NA 0.54610000
## 2031 NA NA NA NA 0.24140000
## 2090 NA -1.328941215 NA NA 0.40000000
## 598 NA 0.386186412 NA NA 0.49230700
## 1155 NA NA NA NA 0.44970000
## 13581 -2.87643001 NA -1.62528572 NA 0.35710000
## 1533 NA -0.738324346 NA NA 0.45550000
## 2025 NA 0.240912300 1.53561897 NA 0.34760000
## 2035 NA -7.010419138 NA NA 0.50230000
## 2307 NA 2.141111096 NA NA 0.25170000
## 2498 -1.69169381 -1.037318953 NA NA 0.53180000
## 5321 -4.50272476 -2.145362313 NA NA 0.43439196
## 975 1.34378064 1.119762257 NA NA 0.45680000
## 1040 1.13115418 -0.347459862 NA NA 0.34990000
## 1214 NA NA NA NA 0.63370000
## 1612 NA NA NA NA 1.00000000
## 2006 NA NA NA NA 1.00000000
## 2338 -13.88953832 -4.319409078 NA NA 0.03460000
## 2504 NA NA NA NA NA
## 2536 0.16961100 12.647428680 NA NA 0.48000000
## 279 NA -3.104272519 NA NA 0.52221402
## 351 NA NA -1.84910783 NA 0.54983846
## 1336 NA -2.022117563 NA NA 0.45000000
## 13492 NA -0.174016665 NA NA 0.00580000
## 1356 NA NA 1.25602362 NA 0.59690000
## 1417 NA -2.183636346 NA NA 0.37160000
## 15091 NA -4.413214326 NA NA 0.68420000
## 1542 NA NA NA NA NA
## 2055 -2.61639491 1.264650456 NA NA 0.22490000
## 2273 NA NA NA NA NA
## 2499 NA -1.830327294 NA NA 0.13850000
## 2566 -1.35168232 0.035563000 NA NA 0.60630000
## 51 -0.80050992 -0.892853479 NA NA 0.11814664
## 365 NA NA 0.06728324 NA 0.01791907
## 552 NA NA -3.16509616 NA 0.63038649
## 630 NA NA NA NA 0.45070000
## 1493 NA NA NA NA 0.70590000
## 1506 NA NA NA NA 0.00950000
## 1514 NA NA NA NA NA
## 1925 NA NA 0.40534186 NA 0.48630000
## 2349 NA NA NA NA 0.55260000
## 2413 NA 1.541959960 NA NA 0.25000000
## 2629 NA 0.566377152 NA NA NA
## 48 1.56564074 NA NA NA NA
## 246 NA NA NA NA 0.10630131
## 1428 NA -12.315277260 NA NA 0.84620000
## 14872 -4.30776998 NA -6.60240521 NA 0.55560000
## 1503 0.49354234 NA NA NA 0.29330000
## 16981 NA 3.939560855 NA NA 0.50420000
## 1700 NA NA NA NA 0.34960000
## 2169 NA NA NA NA 0.81820000
## 2178 NA 0.017362624 NA NA 0.40420000
## 2626 NA -0.107868419 NA NA 0.71940000
## 3951 NA 0.965539585 NA NA 0.43411111
## 1270 -1.44189497 NA NA NA NA
## 1315 -0.07183479 19.736899440 NA NA 0.53230000
## 1381 NA 5.581299825 NA NA 0.57970000
## 16531 -2.73158997 -49.392798540 NA 3.190533 0.95240000
## 1661 0.44971000 2.703582184 NA NA 0.46720000
## 2027 NA -4.249767981 NA NA 0.66810000
## 2128 NA -0.381378463 NA NA 0.48660000
## 1220 NA -0.093775832 NA NA NA
## 1369 NA NA NA NA NA
## 1392 NA NA NA NA 0.00980000
## 1751 NA 3.071959913 NA NA 0.70440000
## 1988 NA NA NA NA 0.24260000
## 2153 -78.85490060 0.388113271 NA NA 0.56760000
## 2167 -1.96020907 -2.523634303 NA NA 0.55430000
## 2437 -3.68275004 -2.127391359 NA NA 0.42020000
## 2454 2.02537056 -1.051195529 NA NA 0.31560000
## 2578 NA NA NA NA NA
## 1097 0.11322479 NA -1.34318754 NA 0.36920000
## 1209 NA NA NA NA NA
## 1335 NA -3.243530169 NA NA 0.35220000
## 1975 -15.96507175 NA NA NA 0.27480000
## 2187 NA -6.222000122 NA NA 0.36350000
## 2259 5.40189991 NA NA NA 0.48280000
## 2341 NA -4.826627536 NA NA 0.60470000
## 2453 NA -2.731593450 NA NA 0.28480000
## 2522 -0.34035972 NA NA NA 0.47760000
## 574 NA -0.925339266 NA NA NA
## 590 NA -1.992811831 NA NA 0.51977234
## 983 0.06504311 NA 0.20428729 NA 0.41890000
## 1013 -0.24067403 -1.624750031 NA NA 0.32740000
## 2076 NA NA NA NA 0.96080000
## 2158 NA NA NA NA 0.15380000
## 2177 NA -1.071575710 NA NA NA
## 2324 NA NA NA NA 0.65500000
## 182 -4.99052828 -0.562841697 NA NA NA
## 212 -1.19488836 -1.433215427 NA NA 0.11706950
## 333 -1.45315917 -2.306091989 NA NA 0.23836632
## 609 -0.03742975 -0.514729702 NA NA 0.50535315
## 1162 -2.45010273 -0.499957126 NA NA 0.07950000
## 1286 -1.62809544 NA NA NA 0.00090000
## 1426 1.03385260 NA NA NA 0.43430000
## 1611 NA -4.062695018 NA NA 0.25070000
## 1882 NA 1.560365863 NA NA 0.53300000
## 1958 0.60928299 1.187863162 NA NA 0.15870000
## 2038 NA NA 2.26285813 NA 0.69980000
## 2467 NA NA NA NA 0.00140000
## 756 4.13771495 -14.733979700 NA NA 0.62790000
## 780 0.19860689 -3.342078816 NA NA 0.61510000
## 991 NA -0.637565482 NA NA NA
## 1305 0.09631685 0.480272963 NA NA 0.59460000
## 1373 NA NA NA NA 1.00000000
## 1459 NA -4.129646464 NA NA 0.63510000
## 1594 NA NA NA NA 0.84000000
## 1860 NA NA NA NA 0.02270000
## 613 NA 4.598705139 NA NA 0.49646818
## 1108 2.31827779 1.747995121 NA NA 0.33470000
## 2279 NA NA NA NA 0.69230000
## 2310 3.12890001 NA NA NA 0.73330000
## 2333 0.76336669 NA NA NA 0.64680000
## 2348 NA -4.451161431 NA NA NA
## 2372 NA -2.694864853 NA NA NA
## 2526 NA NA NA NA NA
## 2574 NA NA NA NA 0.52100000
## 111 -0.64667454 -1.516509478 NA NA 0.05000000
## 1438 -3.48240329 NA NA NA 0.19300000
## 15041 2.83685453 NA NA NA 0.36540000
## 1811 NA NA NA NA 0.94230000
## 2092 NA -4.853368433 NA NA 0.17690000
## 2131 NA NA NA NA 0.78570000
## 2410 NA -2.523550019 NA NA 0.41380000
## 2539 -1.96499089 3.074713782 NA NA 0.48010000
## 1111 -0.64667454 -1.516509478 NA NA 0.05000000
## 14381 -3.48240329 NA NA NA 0.19300000
## 15042 2.83685453 NA NA NA 0.36540000
## 18111 NA NA NA NA 0.94230000
## 20921 NA -4.853368433 NA NA 0.17690000
## 21311 NA NA NA NA 0.78570000
## 24101 NA -2.523550019 NA NA 0.41380000
## 25391 -1.96499089 3.074713782 NA NA 0.48010000
## 529 NA NA NA NA 0.86959783
## 638 NA 4.020965002 NA NA NA
## 951 NA NA -1.88712054 NA 0.51780000
## 1505 1.47131287 NA NA NA 0.55400000
## 1614 NA NA NA NA 0.47920000
## 1927 -7.28540375 -6.824928522 NA NA 0.07900000
## 2481 0.73005599 -0.904275799 NA NA 0.34890000
## 2590 NA 1.450885148 NA NA 0.47170000
## 467 NA 0.482038283 NA NA 0.50583019
## pitch_type_percentage_1_FF pitch_type_percentage_1_CU
## 479 0.3099335749 0.0000000000
## 532 0.4671099890 0.1707689674
## 1032 0.0057179206 0.0050588118
## 1042 0.2978468900 0.0000000000
## 1047 0.5365853659 0.1219512195
## 1964 0.2933328185 0.0000000000
## 2148 0.0000000000 0.2142857143
## 2154 0.0000000000 0.0000000000
## 2192 0.0000000000 0.0000000000
## 2241 0.0754366407 0.0000000000
## 447 0.2886776802 0.0000000000
## 490 0.1617916176 0.0000000000
## 496 0.1616859519 0.1081333529
## 923 0.4167988987 0.0000000000
## 1038 0.0519838396 0.3110874442
## 1960 0.0000000000 0.0000000000
## 1984 0.5404218934 0.0000000000
## 1996 0.0000000000 0.0000000000
## 2009 0.4090968161 0.0000000000
## 2051 0.3865490017 0.0000000000
## 2085 0.3387834950 0.0384883316
## 342 0.2693224251 0.0000000000
## 362 0.3686038102 0.0000000000
## 896 0.6525735294 0.0762867647
## 1195 0.5051598159 0.0000000000
## 1389 0.5236961181 0.0000000000
## 1393 0.6562500000 0.3437500000
## 1463 0.5708206370 0.0000000000
## 1767 0.5148559106 0.0000000000
## 2587 0.0000000000 0.0000000000
## 2607 0.5389188343 0.0000000000
## 137 0.4444112632 0.0920414392
## 258 0.4177940120 0.0000000000
## 377 0.5591540944 0.0000000000
## 1581 0.0000000000 0.0000000000
## 1640 0.4091946543 0.0953418404
## 2382 0.2491589627 0.2140594887
## 2503 0.7816208361 0.2082583950
## 2622 0.6528158245 0.3305938214
## 69 0.3783962358 0.0006313131
## 136 0.3941837199 0.1093960586
## 1101 0.2045218529 0.0000000000
## 1268 0.4521351134 0.0000000000
## 1279 0.2956063045 0.0000000000
## 1308 0.5981918145 0.0000000000
## 1324 0.0000000000 0.0000000000
## 1330 0.3066739473 0.0829661587
## 2104 0.0000000000 0.0000000000
## 2314 0.7200557612 0.0000000000
## 2381 0.3622612476 0.0464374505
## 55 0.1826652594 0.1063880594
## 1153 0.2246285753 0.0000000000
## 1439 0.7805054945 0.0000000000
## 1617 0.2944985620 0.3389676359
## 1653 0.0000000000 0.0454545455
## 1737 0.4150253026 0.0000000000
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## 1683 0.0000000000 0.0000000000
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## 2007 0.6955824536 0.0000000000
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## 1808 0.0000000000 0.0000000000
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## 598 0.0025510204 0.1195702428
## 1155 0.0690950132 0.0000000000
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## 2035 0.0000000000 0.0356265166
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## 2498 0.0000000000 0.1805931873
## 5321 0.0000000000 0.1106338178
## 975 0.0000000000 0.2246223500
## 1040 0.1842445709 0.2808005630
## 1214 0.0000000000 0.0000000000
## 1612 0.0000000000 0.0000000000
## 2006 0.0000000000 0.0000000000
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## 2504 0.2830150242 0.0000000000
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## 15091 0.0000000000 0.1045138889
## 1542 0.2104526035 0.0000000000
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## 2273 0.4545454545 0.0000000000
## 2499 0.4395591154 0.0553223717
## 2566 0.0225454545 0.2264143357
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## 1369 0.0000000000 0.0000000000
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## 2437 0.0000000000 0.3914946278
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## 1286 0.5944553414 0.0000000000
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## 21311 0.0000000000 0.0000000000
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## 951 0.0000000000 0.0000000000
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## 2481 0.0000000000 0.1279229169
## 2590 0.0000000000 0.1257110163
## 467 0.0000000000 0.3361049100
## pitch_type_percentage_1_SL pitch_type_percentage_1_FC
## 479 0.206748188 0.215504227
## 532 0.000000000 0.251487226
## 1032 0.123355841 0.000000000
## 1042 0.224282297 0.000000000
## 1047 0.170731707 0.000000000
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## 2148 0.000000000 0.000000000
## 2154 0.000000000 0.000000000
## 2192 0.000000000 0.516931217
## 2241 0.258171205 0.000000000
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## 496 0.000000000 0.266591817
## 923 0.477572124 0.000000000
## 1038 0.000000000 0.000000000
## 1960 0.000000000 0.000000000
## 1984 0.432032584 0.000000000
## 1996 0.000000000 0.000000000
## 2009 0.000000000 0.488044185
## 2051 0.298133308 0.000000000
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## 2047 0.000000000 0.000000000
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## 2134 0.000000000 0.000000000
## 2139 0.400259464 0.000000000
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## 2205 0.294901300 0.701131369
## 2206 0.000000000 0.000000000
## 758 0.003632179 0.100188711
## 820 0.005779406 0.053070854
## 1535 0.000000000 0.000000000
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## 1618 0.218260870 0.366666667
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## 960 0.393489946 0.000000000
## 1068 0.000000000 0.133577325
## 12531 1.000000000 0.000000000
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## 1487 0.243135967 0.000000000
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## 1735 0.278537512 0.000000000
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## 340 0.000000000 0.232927262
## 429 0.108817289 0.274404416
## 807 0.355153300 0.000000000
## 9231 0.477572124 0.000000000
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## 2334 0.142857143 0.000000000
## 2450 0.055935928 0.000000000
## 372 0.246666409 0.068120615
## 412 0.000000000 0.078985507
## 775 0.276691729 0.014285714
## 1358 0.071428571 0.000000000
## 1448 0.269796785 0.000000000
## 1899 0.354838710 0.161290323
## 1939 0.000000000 0.000000000
## 2302 0.289355742 0.000000000
## 347 0.418783633 0.000000000
## 743 0.222594461 0.000000000
## 1374 0.357142857 0.000000000
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## 14871 0.243135967 0.000000000
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## 1874 0.000000000 0.000000000
## 2270 0.257604394 0.000000000
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## 10421 0.224282297 0.000000000
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## 1235 0.523632031 0.000000000
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## 2569 0.000000000 0.110016294
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## 1922 0.356913529 0.000000000
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## 1254 0.154823191 0.000000000
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## 63 0.000000000 0.000000000
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## 673 0.010604684 0.231113665
## 1177 0.119238040 0.157608921
## 1180 0.000000000 0.000000000
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## 7581 0.003632179 0.100188711
## 1178 0.396965801 0.000000000
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## 1445 0.941176471 0.000000000
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## 2412 0.114909717 0.000000000
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## 1630 0.000000000 0.000000000
## 1646 0.568339151 0.000000000
## 1683 0.128799553 0.000000000
## 1891 0.217864296 0.000000000
## 1930 0.000000000 0.297267536
## 2007 0.205880092 0.000000000
## 2252 0.349224339 0.000000000
## 2471 0.530617107 0.000000000
## 2511 0.233067687 0.000000000
## 152 0.298403063 0.080809929
## 307 0.000000000 0.000000000
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## 1185 0.021776537 0.015952933
## 1331 0.000000000 0.175015787
## 1351 0.260869565 0.000000000
## 1565 0.025000000 0.000000000
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## 2013 0.185232441 0.000000000
## 2031 0.000000000 0.000000000
## 2090 0.399797404 0.000000000
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## 1155 0.478138692 0.000000000
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## 2025 0.327254126 0.153485573
## 2035 0.464928592 0.000000000
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## 5321 0.000000000 0.251487226
## 975 0.203742785 0.000000000
## 1040 0.000000000 0.000000000
## 1214 0.125107343 0.219119859
## 1612 0.000000000 0.000000000
## 2006 0.000000000 0.000000000
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## 2504 0.716984976 0.000000000
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## 15091 0.163194444 0.000000000
## 1542 0.138113644 0.651433753
## 2055 0.259233048 0.000000000
## 2273 0.545454545 0.000000000
## 2499 0.393161198 0.000000000
## 2566 0.109494949 0.008333333
## 51 0.016275700 0.189195717
## 365 0.231373157 0.000000000
## 552 0.367460227 0.000000000
## 630 0.245782788 0.077613277
## 1493 0.294117647 0.000000000
## 1506 0.293805396 0.696341898
## 1514 0.000000000 0.000000000
## 1925 0.143109712 0.000000000
## 2349 0.447228507 0.000000000
## 2413 0.000000000 0.000000000
## 2629 0.488324418 0.000000000
## 48 0.000000000 0.000000000
## 246 0.401005125 0.000000000
## 1428 0.000000000 0.000000000
## 14872 0.243135967 0.000000000
## 1503 0.273614632 0.000000000
## 16981 0.339687109 0.000000000
## 1700 0.355575692 0.000000000
## 2169 0.000000000 0.000000000
## 2178 0.259191657 0.000000000
## 2626 0.021049284 0.000000000
## 3951 0.000000000 0.000000000
## 1270 0.233333333 0.566666667
## 1315 0.000000000 0.000000000
## 1381 0.248115773 0.000000000
## 16531 0.000000000 0.000000000
## 1661 0.222184232 0.000000000
## 2027 0.265506310 0.000000000
## 2128 0.000000000 0.000000000
## 1220 0.183000756 0.000000000
## 1369 0.000000000 0.000000000
## 1392 0.344023208 0.000000000
## 1751 0.286812571 0.000000000
## 1988 0.162107752 0.000000000
## 2153 0.273779964 0.000000000
## 2167 0.000000000 0.000000000
## 2437 0.082604312 0.000000000
## 2454 0.218117413 0.000000000
## 2578 0.000000000 0.411830521
## 1097 0.400181663 0.000000000
## 1209 0.000000000 0.000000000
## 1335 0.663746316 0.000000000
## 1975 0.708704643 0.000000000
## 2187 0.000000000 0.005647131
## 2259 0.286231884 0.000000000
## 2341 0.363068091 0.000000000
## 2453 0.326260600 0.000000000
## 2522 0.371031832 0.000000000
## 574 0.000000000 0.339231763
## 590 0.315844171 0.000000000
## 983 0.274426968 0.000000000
## 1013 0.000000000 0.344345714
## 2076 0.000000000 0.000000000
## 2158 0.538461538 0.000000000
## 2177 0.426149496 0.000000000
## 2324 0.349808930 0.000000000
## 182 0.057464196 0.772909932
## 212 0.000000000 0.280658111
## 333 0.145545982 0.000000000
## 609 0.000000000 0.000000000
## 1162 0.000000000 0.374358742
## 1286 0.280911753 0.000000000
## 1426 0.000000000 0.000000000
## 1611 0.155357108 0.000000000
## 1882 0.339133039 0.000000000
## 1958 0.265486367 0.000000000
## 2038 0.046043308 0.000000000
## 2467 0.169373114 0.000000000
## 756 0.000000000 0.000000000
## 780 0.192134437 0.000000000
## 991 0.401388165 0.000000000
## 1305 0.008715163 0.000000000
## 1373 0.000000000 0.000000000
## 1459 0.096745562 0.029241007
## 1594 0.000000000 0.000000000
## 1860 0.000000000 0.000000000
## 613 0.238219732 0.000000000
## 1108 0.106599218 0.000000000
## 2279 0.282034632 0.000000000
## 2310 0.000000000 0.000000000
## 2333 0.000000000 0.000000000
## 2348 0.000000000 0.000000000
## 2372 0.236404069 0.000000000
## 2526 0.318181818 0.000000000
## 2574 0.142460070 0.298540978
## 111 0.255226528 0.000000000
## 1438 0.100752733 0.000000000
## 15041 0.633928571 0.000000000
## 1811 0.000000000 0.000000000
## 2092 0.000000000 0.296548452
## 2131 0.000000000 0.000000000
## 2410 0.286111111 0.000000000
## 2539 0.000000000 0.000000000
## 1111 0.255226528 0.000000000
## 14381 0.100752733 0.000000000
## 15042 0.633928571 0.000000000
## 18111 0.000000000 0.000000000
## 20921 0.000000000 0.296548452
## 21311 0.000000000 0.000000000
## 24101 0.286111111 0.000000000
## 25391 0.000000000 0.000000000
## 529 0.000000000 0.000000000
## 638 0.537876775 0.000000000
## 951 0.247460317 0.024444444
## 1505 0.000000000 0.000000000
## 1614 0.099002240 0.406569693
## 1927 0.000000000 0.302185754
## 2481 0.000000000 0.000000000
## 2590 0.000000000 0.394554713
## 467 0.148521113 0.000000000
## pitch_type_percentage_2_CH pitch_type_percentage_2_FF
## 479 0.144644334 0.287117452
## 532 0.074836601 0.082252388
## 1032 0.260836282 0.009392364
## 1042 0.306321839 0.252298851
## 1047 0.292682927 0.439024390
## 1964 0.000000000 0.000000000
## 2148 0.000000000 0.000000000
## 2154 0.000000000 0.000000000
## 2192 0.177777778 0.000000000
## 2241 0.000000000 0.000000000
## 447 0.000000000 0.259033864
## 490 0.065885560 0.047830791
## 496 0.143517639 0.047239833
## 923 0.190867893 0.397856775
## 1038 0.162867906 0.044730839
## 1960 0.000000000 0.000000000
## 1984 0.000000000 0.030303030
## 1996 0.000000000 0.000000000
## 2009 0.000000000 0.000000000
## 2051 0.000000000 0.000000000
## 2085 0.000000000 0.116925558
## 342 0.240358455 0.178400724
## 362 0.000000000 0.213612814
## 896 0.100961538 0.583333333
## 1195 0.000000000 0.000000000
## 1389 0.000000000 0.000000000
## 1393 0.000000000 0.000000000
## 1463 0.000000000 0.000000000
## 1767 0.015151515 0.053030303
## 2587 0.000000000 0.000000000
## 2607 0.000000000 0.000000000
## 137 0.233473350 0.337116190
## 258 0.012655265 0.038020876
## 377 0.224444444 0.397777778
## 1581 0.000000000 0.000000000
## 1640 0.000000000 0.000000000
## 2382 0.000000000 0.000000000
## 2503 0.000000000 0.000000000
## 2622 0.000000000 0.000000000
## 69 0.000000000 0.003472222
## 136 0.045903361 0.141534114
## 1101 0.082122546 0.156924255
## 1268 0.002695418 0.010781671
## 1279 0.000000000 0.000000000
## 1308 0.000000000 0.000000000
## 1324 0.000000000 0.000000000
## 1330 0.000000000 0.000000000
## 2104 0.000000000 0.000000000
## 2314 0.000000000 0.000000000
## 2381 0.000000000 0.000000000
## 55 0.120065061 0.098648053
## 1153 0.000000000 0.000000000
## 1439 0.000000000 0.000000000
## 1617 0.004032258 0.004032258
## 1653 0.000000000 0.000000000
## 1737 0.000000000 0.000000000
## 1926 0.000000000 0.000000000
## 2300 0.000000000 0.000000000
## 238 0.080485814 0.314286727
## 1077 0.016753543 0.551231491
## 1159 0.000000000 0.000000000
## 1253 0.000000000 0.000000000
## 1387 0.000000000 0.000000000
## 1450 0.000000000 0.000000000
## 1915 0.000000000 0.000000000
## 2483 0.000000000 0.000000000
## 612 0.146167224 0.331648458
## 1229 0.000000000 0.000000000
## 1231 0.000000000 0.000000000
## 1349 0.012254902 0.000000000
## 1553 0.000000000 0.000000000
## 1660 0.003205128 0.032051282
## 1663 0.010256410 0.005128205
## 1959 0.000000000 0.000000000
## 6121 0.146167224 0.331648458
## 12291 0.000000000 0.000000000
## 12311 0.000000000 0.000000000
## 13491 0.012254902 0.000000000
## 15531 0.000000000 0.000000000
## 16601 0.003205128 0.032051282
## 16631 0.010256410 0.005128205
## 19591 0.000000000 0.000000000
## 476 0.010714286 0.003571429
## 527 0.001190476 0.204855862
## 576 0.007692308 0.171940559
## 2047 0.000000000 0.000000000
## 2118 0.000000000 0.000000000
## 2133 0.004615385 0.013653846
## 2134 0.000000000 0.000000000
## 2139 0.000000000 0.000000000
## 2181 0.000000000 0.000000000
## 2190 0.041904762 0.548498168
## 2205 0.000000000 0.000000000
## 2206 0.023913043 0.075332742
## 758 0.000000000 0.368026755
## 820 0.330083279 0.056602674
## 1535 0.000000000 0.000000000
## 1546 0.000000000 0.000000000
## 1555 0.015700483 0.054347826
## 1618 0.000000000 0.000000000
## 1684 0.000000000 0.000000000
## 1740 0.000000000 0.000000000
## 1746 0.000000000 0.000000000
## 2515 0.000000000 0.000000000
## 2577 0.000000000 0.000000000
## 537 0.133150624 0.411125223
## 960 0.037792470 0.420955859
## 1068 0.255956628 0.389295801
## 12531 0.000000000 0.000000000
## 1301 0.006493506 0.023191095
## 1487 0.000000000 0.000000000
## 1508 0.000000000 0.000000000
## 1735 0.000000000 0.000000000
## 2294 0.000000000 0.000000000
## 805 0.387096774 0.322580645
## 1563 0.000000000 0.000000000
## 1576 0.000000000 0.000000000
## 1578 0.000000000 0.000000000
## 1588 0.000000000 0.000000000
## 1606 0.000000000 0.000000000
## 1644 0.000000000 0.000000000
## 1650 0.000000000 0.000000000
## 1655 0.000000000 0.000000000
## 1679 0.000000000 0.000000000
## 1698 0.000000000 0.000000000
## 1712 0.000000000 0.000000000
## 1722 0.000000000 0.000000000
## 1745 0.000000000 0.000000000
## 2562 0.121978022 0.072527473
## 366 0.208894879 0.398465017
## 389 0.000000000 0.000000000
## 424 0.000000000 0.000000000
## 1627 0.000000000 0.000000000
## 1668 0.000000000 0.000000000
## 2123 0.000000000 0.000000000
## 2146 0.000000000 0.000000000
## 21811 0.000000000 0.000000000
## 231 0.042105263 0.142105263
## 592 0.037512153 0.020433682
## 813 0.029411765 0.176470588
## 1088 0.384903629 0.384790658
## 1449 0.000000000 0.000000000
## 1670 0.009803922 0.010457516
## 1945 0.000000000 0.000000000
## 2306 0.000000000 0.000000000
## 2527 0.046153846 0.000000000
## 340 0.000000000 0.000000000
## 429 0.027443215 0.109647392
## 807 0.103242875 0.401217871
## 9231 0.190867893 0.397856775
## 1867 0.000000000 0.000000000
## 1956 0.030303030 0.232323232
## 2334 0.000000000 0.000000000
## 2450 0.000000000 0.000000000
## 372 0.036028928 0.352899400
## 412 0.038914491 0.140829493
## 775 0.088998211 0.452146691
## 1358 0.000000000 0.000000000
## 1448 0.000000000 0.000000000
## 1899 0.066666667 0.066666667
## 1939 0.000000000 0.000000000
## 2302 0.000000000 0.000000000
## 347 0.000000000 0.000000000
## 743 0.269468147 0.193681697
## 1374 0.000000000 0.000000000
## 1376 0.000000000 0.000000000
## 14871 0.000000000 0.000000000
## 1509 0.000000000 0.000000000
## 1874 0.000000000 0.000000000
## 2270 0.000000000 0.000000000
## 711 0.172277440 0.420875227
## 10421 0.306321839 0.252298851
## 1161 0.000000000 0.000000000
## 1235 0.000000000 0.000000000
## 1300 0.000000000 0.000000000
## 1320 0.000000000 0.000000000
## 2238 0.000000000 0.000000000
## 2569 0.000000000 0.008196721
## 395 0.053146259 0.018282313
## 1429 0.000000000 0.000000000
## 1440 0.000000000 0.000000000
## 1443 0.018867925 0.031446541
## 1474 0.000000000 0.148892580
## 1501 0.000000000 0.000000000
## 1502 0.000000000 0.000000000
## 1504 0.000000000 0.000000000
## 1516 0.000000000 0.000000000
## 1922 0.000000000 0.000000000
## 222 0.000000000 0.000000000
## 4791 0.144644334 0.287117452
## 1254 0.000000000 0.000000000
## 1343 0.000000000 0.000000000
## 1671 0.000000000 0.000000000
## 1705 0.000000000 0.000000000
## 1719 0.000000000 0.000000000
## 1830 0.000000000 0.000000000
## 1172 0.000000000 0.000000000
## 11951 0.000000000 0.000000000
## 1311 0.000000000 0.000000000
## 1313 0.000000000 0.000000000
## 1353 0.000000000 0.000000000
## 1360 0.000000000 0.000000000
## 1895 0.002083333 0.045833333
## 1983 0.000000000 0.000000000
## 2248 0.031250000 0.041666667
## 2357 0.000000000 0.000000000
## 226 0.000000000 0.000000000
## 480 0.088218920 0.272314080
## 845 0.050624936 0.058197621
## 1552 0.000000000 0.000000000
## 1609 0.002341920 0.011709602
## 1703 0.000000000 0.000000000
## 1728 0.000000000 0.000000000
## 2145 0.000000000 0.000000000
## 249 0.127761709 0.405470203
## 251 0.000000000 0.029206349
## 506 0.000000000 0.000000000
## 556 0.234183249 0.312538300
## 1208 0.000000000 0.000000000
## 1283 0.000000000 0.000000000
## 1284 0.000000000 0.000000000
## 2345 0.003484321 0.000000000
## 2565 0.000000000 0.000000000
## 317 0.092091720 0.213699109
## 335 0.000000000 0.000000000
## 663 0.268743980 0.050949269
## 1333 0.000000000 0.007407407
## 1475 0.000000000 0.000000000
## 19961 0.000000000 0.000000000
## 2113 0.000000000 0.015151515
## 2368 0.029629630 0.000000000
## 22 0.000000000 0.000000000
## 63 0.000000000 0.000000000
## 168 0.040292725 0.464502172
## 174 0.000000000 0.000000000
## 673 0.019574176 0.071474359
## 1177 0.000000000 0.000000000
## 1180 0.000000000 0.000000000
## 1260 0.000000000 0.000000000
## 1744 0.000000000 0.000000000
## 1759 0.000000000 0.011363636
## 2222 0.000000000 0.000000000
## 2362 0.000000000 0.011363636
## 2530 0.000000000 0.187500000
## 2600 0.000000000 0.000000000
## 2641 0.039285714 0.249603175
## 7581 0.000000000 0.368026755
## 1178 0.000000000 0.000000000
## 1287 0.043478261 0.032608696
## 1445 0.000000000 0.000000000
## 19561 0.030303030 0.232323232
## 2229 0.091797235 0.250364474
## 2246 0.000000000 0.091666667
## 2312 0.013392857 0.000000000
## 2412 0.000000000 0.000000000
## 173 0.004979185 0.181375012
## 315 0.055074355 0.500527898
## 376 0.000000000 0.025806452
## 1630 0.000000000 0.000000000
## 1646 0.000000000 0.050000000
## 1683 0.000000000 0.000000000
## 1891 0.000000000 0.000000000
## 1930 0.000000000 0.000000000
## 2007 0.000000000 0.000000000
## 2252 0.000000000 0.000000000
## 2471 0.000000000 0.051282051
## 2511 0.000000000 0.130952381
## 152 0.000000000 0.000000000
## 307 0.000000000 0.000000000
## 414 0.000000000 0.000000000
## 1185 0.000000000 0.000000000
## 1331 0.000000000 0.000000000
## 1351 0.000000000 0.000000000
## 1565 0.000000000 0.000000000
## 1718 0.000000000 0.000000000
## 1808 0.000000000 0.000000000
## 2013 0.000000000 0.015151515
## 2031 0.000000000 0.000000000
## 2090 0.013888889 0.055555556
## 598 0.119761773 0.402434411
## 1155 0.000000000 0.000000000
## 13581 0.000000000 0.000000000
## 1533 0.015873016 0.015873016
## 2025 0.000000000 0.000000000
## 2035 0.000000000 0.000000000
## 2307 0.000000000 0.000000000
## 2498 0.097321429 0.211160714
## 5321 0.074836601 0.082252388
## 975 0.336637091 0.391966589
## 1040 0.350146989 0.331584503
## 1214 0.000000000 0.030769231
## 1612 0.000000000 0.000000000
## 2006 0.000000000 0.000000000
## 2338 0.000000000 0.000000000
## 2504 0.000000000 0.000000000
## 2536 0.000000000 0.375000000
## 279 0.000000000 0.000000000
## 351 0.000000000 0.008522727
## 1336 0.000000000 0.000000000
## 13492 0.012254902 0.000000000
## 1356 0.000000000 0.000000000
## 1417 0.057142857 0.085714286
## 15091 0.000000000 0.000000000
## 1542 0.000000000 0.000000000
## 2055 0.000000000 0.000000000
## 2273 0.000000000 0.000000000
## 2499 0.003623188 0.018115942
## 2566 0.000000000 0.000000000
## 51 0.131252344 0.061380480
## 365 0.000000000 0.021401099
## 552 0.000000000 0.000000000
## 630 0.002008929 0.050059966
## 1493 0.000000000 0.000000000
## 1506 0.000000000 0.000000000
## 1514 0.000000000 0.000000000
## 1925 0.000000000 0.013605442
## 2349 0.000000000 0.000000000
## 2413 0.000000000 0.000000000
## 2629 0.002500000 0.000000000
## 48 0.000000000 0.000000000
## 246 0.000000000 0.000000000
## 1428 0.000000000 0.000000000
## 14872 0.000000000 0.000000000
## 1503 0.000000000 0.000000000
## 16981 0.000000000 0.000000000
## 1700 0.000000000 0.000000000
## 2169 0.000000000 0.000000000
## 2178 0.000000000 0.000000000
## 2626 0.000000000 0.000000000
## 3951 0.053146259 0.018282313
## 1270 0.000000000 0.000000000
## 1315 0.000000000 0.000000000
## 1381 0.000000000 0.000000000
## 16531 0.000000000 0.000000000
## 1661 0.000000000 0.000000000
## 2027 0.000000000 0.000000000
## 2128 0.000000000 0.000000000
## 1220 0.000000000 0.000000000
## 1369 0.000000000 0.000000000
## 1392 0.000000000 0.000000000
## 1751 0.000000000 0.000000000
## 1988 0.000000000 0.000000000
## 2153 0.000000000 0.005434783
## 2167 0.050000000 0.025000000
## 2437 0.230880231 0.266233766
## 2454 0.000000000 0.000000000
## 2578 0.000000000 0.000000000
## 1097 0.019600562 0.330367812
## 1209 0.000000000 0.000000000
## 1335 0.000000000 0.000000000
## 1975 0.000000000 0.000000000
## 2187 0.000000000 0.000000000
## 2259 0.000000000 0.000000000
## 2341 0.000000000 0.000000000
## 2453 0.000000000 0.000000000
## 2522 0.000000000 0.000000000
## 574 0.219992840 0.000000000
## 590 0.067156085 0.198558201
## 983 0.000000000 0.375237385
## 1013 0.091486406 0.297477737
## 2076 0.000000000 0.000000000
## 2158 0.000000000 0.000000000
## 2177 0.013333333 0.000000000
## 2324 0.000000000 0.000000000
## 182 0.001111111 0.000000000
## 212 0.003921569 0.003921569
## 333 0.045326798 0.196346574
## 609 0.266625630 0.413387119
## 1162 0.000000000 0.000000000
## 1286 0.000000000 0.000000000
## 1426 0.000000000 0.000000000
## 1611 0.060064935 0.147077922
## 1882 0.003703704 0.022222222
## 1958 0.000000000 0.000000000
## 2038 0.000000000 0.000000000
## 2467 0.000000000 0.000000000
## 756 0.066666667 0.666666667
## 780 0.075982269 0.563008527
## 991 0.075123728 0.000000000
## 1305 0.000000000 0.016949153
## 1373 0.000000000 0.000000000
## 1459 0.000000000 0.000000000
## 1594 0.000000000 0.000000000
## 1860 0.000000000 0.000000000
## 613 0.166187739 0.276819923
## 1108 0.166040669 0.323438226
## 2279 0.000000000 0.000000000
## 2310 0.000000000 0.000000000
## 2333 0.000000000 0.051282051
## 2348 0.000000000 0.052631579
## 2372 0.000000000 0.000000000
## 2526 0.000000000 0.000000000
## 2574 0.000000000 0.000000000
## 111 0.159566928 0.040388007
## 1438 0.000000000 0.000000000
## 15041 0.000000000 0.000000000
## 1811 0.000000000 0.000000000
## 2092 0.000000000 0.000000000
## 2131 0.000000000 0.000000000
## 2410 0.000000000 0.000000000
## 2539 0.000000000 0.000000000
## 1111 0.159566928 0.040388007
## 14381 0.000000000 0.000000000
## 15042 0.000000000 0.000000000
## 18111 0.000000000 0.000000000
## 20921 0.000000000 0.000000000
## 21311 0.000000000 0.000000000
## 24101 0.000000000 0.000000000
## 25391 0.000000000 0.000000000
## 529 0.000000000 0.000000000
## 638 0.000000000 0.000000000
## 951 0.000000000 0.469343434
## 1505 0.000000000 0.000000000
## 1614 0.000000000 0.000000000
## 1927 0.009523810 0.012605042
## 2481 0.000000000 0.025000000
## 2590 0.000000000 0.000000000
## 467 0.343246905 0.503773982
## pitch_type_percentage_2_SI pitch_type_percentage_2_SL
## 479 0.218052109 0.165425972
## 532 0.000000000 0.000000000
## 1032 0.545672525 0.175754234
## 1042 0.154022989 0.287356322
## 1047 0.000000000 0.121951220
## 1964 0.000000000 0.000000000
## 2148 0.000000000 0.000000000
## 2154 0.000000000 0.000000000
## 2192 0.400000000 0.000000000
## 2241 0.111111111 0.000000000
## 447 0.133077780 0.040952582
## 490 0.114204915 0.000000000
## 496 0.146438088 0.000000000
## 923 0.010135135 0.401140197
## 1038 0.505325802 0.000000000
## 1960 0.000000000 0.000000000
## 1984 0.000000000 0.053030303
## 1996 0.000000000 0.000000000
## 2009 0.000000000 0.000000000
## 2051 0.000000000 0.000000000
## 2085 0.058441558 0.195526696
## 342 0.102758717 0.335624961
## 362 0.071613638 0.159312187
## 896 0.000000000 0.200320513
## 1195 0.000000000 0.000000000
## 1389 0.000000000 0.000000000
## 1393 0.000000000 0.000000000
## 1463 0.000000000 0.000000000
## 1767 0.000000000 0.022727273
## 2587 0.041666667 0.083333333
## 2607 0.000000000 0.000000000
## 137 0.000000000 0.239327048
## 258 0.000000000 0.017041229
## 377 0.121666667 0.056111111
## 1581 0.000000000 0.000000000
## 1640 0.000000000 0.000000000
## 2382 0.000000000 0.000000000
## 2503 0.000000000 0.000000000
## 2622 0.000000000 0.000000000
## 69 0.000000000 0.003472222
## 136 0.063325330 0.058743497
## 1101 0.415196556 0.345756643
## 1268 0.000000000 0.000000000
## 1279 0.000000000 0.000000000
## 1308 0.000000000 0.000000000
## 1324 0.000000000 0.000000000
## 1330 0.000000000 0.000000000
## 2104 0.000000000 0.000000000
## 2314 0.000000000 0.000000000
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## 1744 0.000000000 0.000000000
## 1759 0.000000000 0.000000000
## 2222 0.000000000 0.000000000
## 2362 0.000000000 0.000000000
## 2530 0.000000000 0.000000000
## 2600 0.000000000 0.000000000
## 2641 0.000000000 0.023809524
## 7581 0.156244649 0.359710375
## 1178 0.000000000 0.000000000
## 1287 0.000000000 0.000000000
## 1445 0.000000000 0.000000000
## 19561 0.000000000 0.000000000
## 2229 0.000000000 0.098972923
## 2246 0.000000000 0.000000000
## 2312 0.000000000 0.000000000
## 2412 0.000000000 0.000000000
## 173 0.000000000 0.067161410
## 315 0.000000000 0.342747268
## 376 0.000000000 0.000000000
## 1630 0.000000000 0.000000000
## 1646 0.000000000 0.000000000
## 1683 0.000000000 0.000000000
## 1891 0.000000000 0.000000000
## 1930 0.000000000 0.000000000
## 2007 0.000000000 0.000000000
## 2252 0.000000000 0.000000000
## 2471 0.000000000 0.000000000
## 2511 0.000000000 0.000000000
## 152 0.000000000 0.000000000
## 307 0.000000000 0.000000000
## 414 0.000000000 0.000000000
## 1185 0.000000000 0.000000000
## 1331 0.000000000 0.000000000
## 1351 0.000000000 0.000000000
## 1565 0.000000000 0.000000000
## 1718 0.000000000 0.000000000
## 1808 0.000000000 0.000000000
## 2013 0.000000000 0.000000000
## 2031 0.000000000 0.000000000
## 2090 0.000000000 0.000000000
## 598 0.142391339 0.341827815
## 1155 0.000000000 0.000000000
## 13581 0.000000000 0.000000000
## 1533 0.000000000 0.000000000
## 2025 0.000000000 0.000000000
## 2035 0.000000000 0.000000000
## 2307 0.000000000 0.000000000
## 2498 0.000000000 0.050000000
## 5321 0.000000000 0.000000000
## 975 0.000000000 0.372245809
## 1040 0.000000000 0.083333333
## 1214 0.000000000 0.000000000
## 1612 0.000000000 0.000000000
## 2006 0.000000000 0.000000000
## 2338 0.000000000 0.000000000
## 2504 0.000000000 0.000000000
## 2536 0.000000000 0.000000000
## 279 0.000000000 0.000000000
## 351 0.000000000 0.000000000
## 1336 0.000000000 0.000000000
## 13492 0.000000000 0.000000000
## 1356 0.000000000 0.000000000
## 1417 0.000000000 0.000000000
## 15091 0.000000000 0.000000000
## 1542 0.000000000 0.000000000
## 2055 0.000000000 0.000000000
## 2273 0.000000000 0.000000000
## 2499 0.000000000 0.000000000
## 2566 0.000000000 0.000000000
## 51 0.051405813 0.047044196
## 365 0.000000000 0.004880952
## 552 0.000000000 0.000000000
## 630 0.012175325 0.008116883
## 1493 0.000000000 0.000000000
## 1506 0.000000000 0.000000000
## 1514 0.000000000 0.000000000
## 1925 0.000000000 0.000000000
## 2349 0.000000000 0.000000000
## 2413 0.000000000 0.000000000
## 2629 0.000000000 0.000000000
## 48 0.000000000 0.000000000
## 246 0.000000000 0.000000000
## 1428 0.000000000 0.000000000
## 14872 0.000000000 0.000000000
## 1503 0.000000000 0.000000000
## 16981 0.000000000 0.000000000
## 1700 0.000000000 0.000000000
## 2169 0.000000000 0.000000000
## 2178 0.000000000 0.000000000
## 2626 0.000000000 0.000000000
## 3951 0.000000000 0.000000000
## 1270 0.000000000 0.000000000
## 1315 0.000000000 0.000000000
## 1381 0.000000000 0.000000000
## 16531 0.000000000 0.000000000
## 1661 0.000000000 0.000000000
## 2027 0.000000000 0.000000000
## 2128 0.000000000 0.000000000
## 1220 0.000000000 0.000000000
## 1369 0.000000000 0.000000000
## 1392 0.000000000 0.000000000
## 1751 0.000000000 0.000000000
## 1988 0.000000000 0.000000000
## 2153 0.000000000 0.000000000
## 2167 0.000000000 0.000000000
## 2437 0.000000000 0.000000000
## 2454 0.000000000 0.000000000
## 2578 0.000000000 0.000000000
## 1097 0.000000000 0.305522840
## 1209 0.000000000 0.000000000
## 1335 0.000000000 0.000000000
## 1975 0.000000000 0.000000000
## 2187 0.000000000 0.000000000
## 2259 0.000000000 0.000000000
## 2341 0.000000000 0.000000000
## 2453 0.000000000 0.000000000
## 2522 0.000000000 0.000000000
## 574 0.075000000 0.000000000
## 590 0.000000000 0.000000000
## 983 0.000000000 0.345539144
## 1013 0.294543733 0.288315419
## 2076 0.000000000 0.000000000
## 2158 0.000000000 0.000000000
## 2177 0.000000000 0.000000000
## 2324 0.000000000 0.000000000
## 182 0.000000000 0.000000000
## 212 0.000000000 0.000000000
## 333 0.000000000 0.196748248
## 609 0.000000000 0.394914127
## 1162 0.000000000 0.000000000
## 1286 0.000000000 0.000000000
## 1426 0.000000000 0.000000000
## 1611 0.000000000 0.000000000
## 1882 0.000000000 0.000000000
## 1958 0.000000000 0.000000000
## 2038 0.000000000 0.000000000
## 2467 0.000000000 0.000000000
## 756 0.000000000 0.000000000
## 780 0.000000000 0.390819325
## 991 0.000000000 0.000000000
## 1305 0.000000000 0.000000000
## 1373 0.000000000 0.000000000
## 1459 0.000000000 0.000000000
## 1594 0.000000000 0.000000000
## 1860 0.000000000 0.000000000
## 613 0.000000000 0.166666667
## 1108 0.000000000 0.267836801
## 2279 0.000000000 0.000000000
## 2310 0.000000000 0.000000000
## 2333 0.000000000 0.000000000
## 2348 0.000000000 0.000000000
## 2372 0.000000000 0.000000000
## 2526 0.000000000 0.000000000
## 2574 0.000000000 0.000000000
## 111 0.000000000 0.000000000
## 1438 0.000000000 0.000000000
## 15041 0.000000000 0.000000000
## 1811 0.000000000 0.000000000
## 2092 0.000000000 0.000000000
## 2131 0.000000000 0.000000000
## 2410 0.000000000 0.000000000
## 2539 0.000000000 0.000000000
## 1111 0.000000000 0.000000000
## 14381 0.000000000 0.000000000
## 15042 0.000000000 0.000000000
## 18111 0.000000000 0.000000000
## 20921 0.000000000 0.000000000
## 21311 0.000000000 0.000000000
## 24101 0.000000000 0.000000000
## 25391 0.000000000 0.000000000
## 529 0.000000000 0.000000000
## 638 0.000000000 0.000000000
## 951 0.027314815 0.463822751
## 1505 0.000000000 0.000000000
## 1614 0.000000000 0.000000000
## 1927 0.000000000 0.000000000
## 2481 0.000000000 0.000000000
## 2590 0.000000000 0.000000000
## 467 0.000000000 0.305039788
## pitch_type_percentage_3_SL pitch_type_percentage_2_FC
## 479 0.033333333 0.184760132
## 532 0.000000000 0.149346405
## 1032 0.148610363 0.000000000
## 1042 0.375000000 0.000000000
## 1047 0.000000000 0.000000000
## 1964 0.000000000 0.000000000
## 2148 0.000000000 0.000000000
## 2154 0.000000000 0.000000000
## 2192 0.000000000 0.422222222
## 2241 0.000000000 0.000000000
## 447 0.011111111 0.000000000
## 490 0.000000000 0.074040829
## 496 0.000000000 0.159468391
## 923 0.248069115 0.000000000
## 1038 0.000000000 0.000000000
## 1960 0.000000000 0.000000000
## 1984 0.000000000 0.000000000
## 1996 0.000000000 0.000000000
## 2009 0.000000000 0.000000000
## 2051 0.000000000 0.000000000
## 2085 0.000000000 0.000000000
## 342 0.329869738 0.000000000
## 362 0.121051874 0.000000000
## 896 0.463492063 0.000000000
## 1195 0.000000000 0.000000000
## 1389 0.000000000 0.000000000
## 1393 0.000000000 0.000000000
## 1463 0.000000000 0.000000000
## 1767 0.000000000 0.000000000
## 2587 0.000000000 0.000000000
## 2607 0.000000000 0.000000000
## 137 0.146047009 0.000000000
## 258 0.000000000 0.000000000
## 377 0.055681818 0.000000000
## 1581 0.000000000 0.000000000
## 1640 0.000000000 0.000000000
## 2382 0.000000000 0.000000000
## 2503 0.000000000 0.000000000
## 2622 0.000000000 0.000000000
## 69 0.000000000 0.006944444
## 136 0.000000000 0.019047619
## 1101 0.359236561 0.000000000
## 1268 0.000000000 0.000000000
## 1279 0.000000000 0.000000000
## 1308 0.000000000 0.000000000
## 1324 0.000000000 0.000000000
## 1330 0.000000000 0.000000000
## 2104 0.000000000 0.000000000
## 2314 0.000000000 0.000000000
## 2381 0.000000000 0.000000000
## 55 0.061428113 0.000000000
## 1153 0.000000000 0.000000000
## 1439 0.000000000 0.000000000
## 1617 0.000000000 0.000000000
## 1653 0.000000000 0.000000000
## 1737 0.000000000 0.000000000
## 1926 0.000000000 0.000000000
## 2300 0.000000000 0.000000000
## 238 0.063208683 0.000000000
## 1077 0.263041942 0.000000000
## 1159 0.000000000 0.000000000
## 1253 0.000000000 0.000000000
## 1387 0.000000000 0.000000000
## 1450 0.000000000 0.000000000
## 1915 0.000000000 0.000000000
## 2483 0.000000000 0.000000000
## 612 0.072331155 0.000000000
## 1229 0.000000000 0.000000000
## 1231 0.000000000 0.000000000
## 1349 0.000000000 0.000000000
## 1553 0.000000000 0.000000000
## 1660 0.000000000 0.000000000
## 1663 0.000000000 0.010256410
## 1959 0.000000000 0.000000000
## 6121 0.072331155 0.000000000
## 12291 0.000000000 0.000000000
## 12311 0.000000000 0.000000000
## 13491 0.000000000 0.000000000
## 15531 0.000000000 0.000000000
## 16601 0.000000000 0.000000000
## 16631 0.000000000 0.010256410
## 19591 0.000000000 0.000000000
## 476 0.000000000 0.014285714
## 527 0.032379426 0.000000000
## 576 0.000000000 0.068033217
## 2047 0.000000000 0.000000000
## 2118 0.000000000 0.000000000
## 2133 0.000000000 0.002500000
## 2134 0.000000000 0.000000000
## 2139 0.000000000 0.000000000
## 2181 0.000000000 0.000000000
## 2190 0.000000000 0.084761905
## 2205 0.000000000 0.000000000
## 2206 0.000000000 0.000000000
## 758 0.009316770 0.144223580
## 820 0.009483985 0.060118110
## 1535 0.000000000 0.000000000
## 1546 0.000000000 0.000000000
## 1555 0.000000000 0.019323671
## 1618 0.000000000 0.000000000
## 1684 0.000000000 0.000000000
## 1740 0.000000000 0.000000000
## 1746 0.000000000 0.000000000
## 2515 0.000000000 0.000000000
## 2577 0.000000000 0.000000000
## 537 0.203333333 0.011764706
## 960 0.382952555 0.000000000
## 1068 0.000000000 0.141818496
## 12531 0.000000000 0.000000000
## 1301 0.000000000 0.080839450
## 1487 0.000000000 0.000000000
## 1508 0.000000000 0.000000000
## 1735 0.000000000 0.000000000
## 2294 0.000000000 0.000000000
## 805 0.000000000 0.000000000
## 1563 0.000000000 0.000000000
## 1576 0.000000000 0.000000000
## 1578 0.000000000 0.000000000
## 1588 0.000000000 0.000000000
## 1606 0.000000000 0.000000000
## 1644 0.000000000 0.000000000
## 1650 0.000000000 0.000000000
## 1655 0.000000000 0.000000000
## 1679 0.000000000 0.000000000
## 1698 0.000000000 0.000000000
## 1712 0.000000000 0.000000000
## 1722 0.000000000 0.000000000
## 1745 0.000000000 0.000000000
## 2562 0.000000000 0.000000000
## 366 0.087818763 0.101729883
## 389 0.000000000 0.000000000
## 424 0.000000000 0.000000000
## 1627 0.000000000 0.000000000
## 1668 0.000000000 0.000000000
## 2123 0.000000000 0.000000000
## 2146 0.000000000 0.000000000
## 21811 0.000000000 0.000000000
## 231 0.000000000 0.173684211
## 592 0.003174603 0.000000000
## 813 0.269230769 0.000000000
## 1088 0.000000000 0.136187105
## 1449 0.000000000 0.000000000
## 1670 0.000000000 0.000000000
## 1945 0.000000000 0.000000000
## 2306 0.000000000 0.000000000
## 2527 0.000000000 0.000000000
## 340 0.000000000 0.000000000
## 429 0.049777066 0.193242394
## 807 0.328714583 0.000000000
## 9231 0.248069115 0.000000000
## 1867 0.000000000 0.000000000
## 1956 0.000000000 0.000000000
## 2334 0.000000000 0.000000000
## 2450 0.000000000 0.000000000
## 372 0.183404787 0.099504601
## 412 0.000000000 0.090261137
## 775 0.000000000 0.000000000
## 1358 0.000000000 0.000000000
## 1448 0.000000000 0.000000000
## 1899 0.000000000 0.066666667
## 1939 0.000000000 0.000000000
## 2302 0.000000000 0.000000000
## 347 0.000000000 0.000000000
## 743 0.230496922 0.000000000
## 1374 0.000000000 0.000000000
## 1376 0.000000000 0.000000000
## 14871 0.000000000 0.000000000
## 1509 0.000000000 0.000000000
## 1874 0.000000000 0.000000000
## 2270 0.000000000 0.000000000
## 711 0.196784675 0.000000000
## 10421 0.375000000 0.000000000
## 1161 0.000000000 0.012500000
## 1235 0.000000000 0.000000000
## 1300 0.000000000 0.000000000
## 1320 0.000000000 0.000000000
## 2238 0.000000000 0.000000000
## 2569 0.000000000 0.000000000
## 395 0.000000000 0.000000000
## 1429 0.000000000 0.000000000
## 1440 0.000000000 0.000000000
## 1443 0.000000000 0.000000000
## 1474 0.000000000 0.000000000
## 1501 0.000000000 0.000000000
## 1502 0.000000000 0.000000000
## 1504 0.000000000 0.000000000
## 1516 0.000000000 0.000000000
## 1922 0.000000000 0.000000000
## 222 0.000000000 0.000000000
## 4791 0.033333333 0.184760132
## 1254 0.000000000 0.000000000
## 1343 0.000000000 0.000000000
## 1671 0.000000000 0.000000000
## 1705 0.000000000 0.000000000
## 1719 0.000000000 0.000000000
## 1830 0.000000000 0.000000000
## 1172 0.000000000 0.000000000
## 11951 0.000000000 0.000000000
## 1311 0.000000000 0.000000000
## 1313 0.000000000 0.000000000
## 1353 0.000000000 0.000000000
## 1360 0.000000000 0.000000000
## 1895 0.000000000 0.000000000
## 1983 0.000000000 0.000000000
## 2248 0.000000000 0.000000000
## 2357 0.000000000 0.000000000
## 226 0.000000000 0.000000000
## 480 0.096128139 0.197217414
## 845 0.267892442 0.000000000
## 1552 0.000000000 0.000000000
## 1609 0.000000000 0.000000000
## 1703 0.000000000 0.000000000
## 1728 0.000000000 0.000000000
## 2145 0.000000000 0.000000000
## 249 0.078527337 0.000000000
## 251 0.000000000 0.000000000
## 506 0.000000000 0.109242163
## 556 0.142857143 0.000000000
## 1208 0.000000000 0.000000000
## 1283 0.000000000 0.000000000
## 1284 0.000000000 0.000000000
## 2345 0.000000000 0.000000000
## 2565 0.000000000 0.000000000
## 317 0.000000000 0.124924180
## 335 0.000000000 0.000000000
## 663 0.000000000 0.000000000
## 1333 0.000000000 0.000000000
## 1475 0.000000000 0.000000000
## 19961 0.000000000 0.000000000
## 2113 0.000000000 0.000000000
## 2368 0.016666667 0.000000000
## 22 0.000000000 0.000000000
## 63 0.000000000 0.000000000
## 168 0.182997104 0.000000000
## 174 0.000000000 0.000000000
## 673 0.013888889 0.024793956
## 1177 0.000000000 0.000000000
## 1180 0.000000000 0.000000000
## 1260 0.000000000 0.000000000
## 1744 0.000000000 0.000000000
## 1759 0.000000000 0.000000000
## 2222 0.000000000 0.000000000
## 2362 0.000000000 0.000000000
## 2530 0.000000000 0.000000000
## 2600 0.000000000 0.000000000
## 2641 0.035714286 0.000000000
## 7581 0.009316770 0.144223580
## 1178 0.000000000 0.000000000
## 1287 0.000000000 0.000000000
## 1445 0.000000000 0.000000000
## 19561 0.000000000 0.000000000
## 2229 0.065359477 0.000000000
## 2246 0.000000000 0.000000000
## 2312 0.000000000 0.000000000
## 2412 0.000000000 0.000000000
## 173 0.018552876 0.000000000
## 315 0.174369851 0.000000000
## 376 0.000000000 0.000000000
## 1630 0.000000000 0.000000000
## 1646 0.000000000 0.000000000
## 1683 0.000000000 0.000000000
## 1891 0.000000000 0.000000000
## 1930 0.000000000 0.000000000
## 2007 0.000000000 0.000000000
## 2252 0.000000000 0.000000000
## 2471 0.000000000 0.000000000
## 2511 0.000000000 0.000000000
## 152 0.000000000 0.000000000
## 307 0.000000000 0.000000000
## 414 0.000000000 0.000000000
## 1185 0.000000000 0.000000000
## 1331 0.000000000 0.000000000
## 1351 0.000000000 0.000000000
## 1565 0.000000000 0.000000000
## 1718 0.000000000 0.000000000
## 1808 0.000000000 0.000000000
## 2013 0.000000000 0.000000000
## 2031 0.000000000 0.000000000
## 2090 0.000000000 0.000000000
## 598 0.000000000 0.174141448
## 1155 0.000000000 0.000000000
## 13581 0.000000000 0.000000000
## 1533 0.000000000 0.015873016
## 2025 0.000000000 0.000000000
## 2035 0.000000000 0.000000000
## 2307 0.000000000 0.000000000
## 2498 0.000000000 0.085267857
## 5321 0.000000000 0.149346405
## 975 0.192724387 0.000000000
## 1040 0.000000000 0.000000000
## 1214 0.000000000 0.046153846
## 1612 0.000000000 0.000000000
## 2006 0.000000000 0.000000000
## 2338 0.000000000 0.000000000
## 2504 0.000000000 0.000000000
## 2536 0.000000000 0.000000000
## 279 0.000000000 0.000000000
## 351 0.000000000 0.001893939
## 1336 0.000000000 0.000000000
## 13492 0.000000000 0.000000000
## 1356 0.000000000 0.000000000
## 1417 0.000000000 0.000000000
## 15091 0.000000000 0.000000000
## 1542 0.000000000 0.000000000
## 2055 0.000000000 0.000000000
## 2273 0.000000000 0.000000000
## 2499 0.000000000 0.000000000
## 2566 0.000000000 0.000000000
## 51 0.020476172 0.116884747
## 365 0.110131692 0.000000000
## 552 0.000000000 0.000000000
## 630 0.006222944 0.025218602
## 1493 0.000000000 0.000000000
## 1506 0.000000000 0.000000000
## 1514 0.000000000 0.000000000
## 1925 0.000000000 0.000000000
## 2349 0.000000000 0.000000000
## 2413 0.000000000 0.000000000
## 2629 0.000000000 0.000000000
## 48 0.000000000 0.000000000
## 246 0.000000000 0.000000000
## 1428 0.000000000 0.000000000
## 14872 0.000000000 0.000000000
## 1503 0.000000000 0.000000000
## 16981 0.000000000 0.000000000
## 1700 0.000000000 0.000000000
## 2169 0.000000000 0.000000000
## 2178 0.000000000 0.000000000
## 2626 0.000000000 0.000000000
## 3951 0.000000000 0.000000000
## 1270 0.000000000 0.000000000
## 1315 0.000000000 0.000000000
## 1381 0.000000000 0.000000000
## 16531 0.000000000 0.000000000
## 1661 0.000000000 0.000000000
## 2027 0.000000000 0.000000000
## 2128 0.000000000 0.000000000
## 1220 0.000000000 0.000000000
## 1369 0.000000000 0.000000000
## 1392 0.000000000 0.000000000
## 1751 0.000000000 0.000000000
## 1988 0.000000000 0.000000000
## 2153 0.000000000 0.000000000
## 2167 0.000000000 0.000000000
## 2437 0.000000000 0.000000000
## 2454 0.000000000 0.000000000
## 2578 0.000000000 0.000000000
## 1097 0.377749445 0.000000000
## 1209 0.000000000 0.000000000
## 1335 0.000000000 0.000000000
## 1975 0.000000000 0.000000000
## 2187 0.000000000 0.000000000
## 2259 0.000000000 0.000000000
## 2341 0.000000000 0.000000000
## 2453 0.000000000 0.000000000
## 2522 0.000000000 0.000000000
## 574 0.000000000 0.247699362
## 590 0.000000000 0.000000000
## 983 0.298706635 0.000000000
## 1013 0.000000000 0.350337087
## 2076 0.000000000 0.000000000
## 2158 0.000000000 0.000000000
## 2177 0.000000000 0.000000000
## 2324 0.000000000 0.000000000
## 182 0.000000000 0.022592593
## 212 0.000000000 0.000000000
## 333 0.175860285 0.000000000
## 609 0.000000000 0.000000000
## 1162 0.000000000 0.000000000
## 1286 0.000000000 0.000000000
## 1426 0.000000000 0.000000000
## 1611 0.000000000 0.000000000
## 1882 0.000000000 0.000000000
## 1958 0.000000000 0.000000000
## 2038 0.000000000 0.000000000
## 2467 0.000000000 0.000000000
## 756 0.000000000 0.000000000
## 780 0.241822652 0.000000000
## 991 0.414255038 0.000000000
## 1305 0.000000000 0.000000000
## 1373 0.000000000 0.000000000
## 1459 0.000000000 0.000000000
## 1594 0.000000000 0.000000000
## 1860 0.000000000 0.000000000
## 613 0.133333333 0.000000000
## 1108 0.085022309 0.000000000
## 2279 0.000000000 0.000000000
## 2310 0.000000000 0.000000000
## 2333 0.000000000 0.000000000
## 2348 0.000000000 0.000000000
## 2372 0.000000000 0.000000000
## 2526 0.000000000 0.000000000
## 2574 0.000000000 0.000000000
## 111 0.000000000 0.000000000
## 1438 0.000000000 0.000000000
## 15041 0.000000000 0.000000000
## 1811 0.000000000 0.000000000
## 2092 0.000000000 0.000000000
## 2131 0.000000000 0.000000000
## 2410 0.000000000 0.000000000
## 2539 0.000000000 0.000000000
## 1111 0.000000000 0.000000000
## 14381 0.000000000 0.000000000
## 15042 0.000000000 0.000000000
## 18111 0.000000000 0.000000000
## 20921 0.000000000 0.000000000
## 21311 0.000000000 0.000000000
## 24101 0.000000000 0.000000000
## 25391 0.000000000 0.000000000
## 529 0.000000000 0.000000000
## 638 0.000000000 0.000000000
## 951 0.143849206 0.010000000
## 1505 0.000000000 0.000000000
## 1614 0.000000000 0.000000000
## 1927 0.000000000 0.059857789
## 2481 0.000000000 0.000000000
## 2590 0.000000000 0.000000000
## 467 0.176671786 0.000000000
## pitch_type_percentage_3_CH pitch_type_percentage_3_SI
## 479 0.033333333 0.033333333
## 532 0.000000000 0.000000000
## 1032 0.276825301 0.499357715
## 1042 0.100000000 0.225000000
## 1047 0.500000000 0.000000000
## 1964 0.000000000 0.000000000
## 2148 0.000000000 0.000000000
## 2154 0.000000000 0.000000000
## 2192 0.000000000 0.000000000
## 2241 0.000000000 0.000000000
## 447 0.000000000 0.086657170
## 490 0.014448514 0.022466422
## 496 0.074568365 0.058918129
## 923 0.116486789 0.000000000
## 1038 0.151721669 0.452124233
## 1960 0.000000000 0.000000000
## 1984 0.000000000 0.000000000
## 1996 0.000000000 0.000000000
## 2009 0.000000000 0.000000000
## 2051 0.000000000 0.000000000
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## pitch_type_percentage_1_KC pitch_type_percentage_2_KC
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## 1960 0.000000000 0.000000000
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## 335 0.000000000 0.000000000
## 663 0.000000000 0.000000000
## 1333 0.000000000 0.000000000
## 1475 0.000000000 0.000000000
## 19961 0.000000000 0.000000000
## 2113 0.000000000 0.000000000
## 2368 0.000000000 0.000000000
## 22 0.176277426 0.000000000
## 63 0.399977452 0.000000000
## 168 0.000000000 0.000000000
## 174 0.000000000 0.000000000
## 673 0.000000000 0.000000000
## 1177 0.000000000 0.000000000
## 1180 0.408451524 0.000000000
## 1260 0.045983919 0.000000000
## 1744 0.000000000 0.000000000
## 1759 0.000000000 0.000000000
## 2222 0.000000000 0.000000000
## 2362 0.000000000 0.000000000
## 2530 0.000000000 0.000000000
## 2600 0.000000000 0.000000000
## 2641 0.000000000 0.000000000
## 7581 0.000000000 0.000000000
## 1178 0.000000000 0.000000000
## 1287 0.000000000 0.000000000
## 1445 0.000000000 0.000000000
## 19561 0.000000000 0.000000000
## 2229 0.000000000 0.000000000
## 2246 0.000000000 0.000000000
## 2312 0.263217635 0.022321429
## 2412 0.000000000 0.000000000
## 173 0.000000000 0.000000000
## 315 0.000000000 0.000000000
## 376 0.267683357 0.006451613
## 1630 0.000000000 0.000000000
## 1646 0.000000000 0.000000000
## 1683 0.000000000 0.000000000
## 1891 0.000000000 0.000000000
## 1930 0.000000000 0.000000000
## 2007 0.000000000 0.000000000
## 2252 0.000000000 0.000000000
## 2471 0.000000000 0.000000000
## 2511 0.000000000 0.000000000
## 152 0.000000000 0.000000000
## 307 0.000000000 0.000000000
## 414 0.000000000 0.000000000
## 1185 0.050451418 0.000000000
## 1331 0.000000000 0.000000000
## 1351 0.000000000 0.000000000
## 1565 0.000000000 0.000000000
## 1718 0.000000000 0.000000000
## 1808 0.000000000 0.000000000
## 2013 0.000000000 0.000000000
## 2031 0.000000000 0.000000000
## 2090 0.000000000 0.000000000
## 598 0.000000000 0.000000000
## 1155 0.000000000 0.000000000
## 13581 0.000000000 0.000000000
## 1533 0.000000000 0.000000000
## 2025 0.000000000 0.000000000
## 2035 0.000000000 0.000000000
## 2307 0.000000000 0.000000000
## 2498 0.000000000 0.000000000
## 5321 0.000000000 0.000000000
## 975 0.000000000 0.000000000
## 1040 0.000000000 0.000000000
## 1214 0.000000000 0.000000000
## 1612 0.000000000 0.000000000
## 2006 0.000000000 0.000000000
## 2338 0.000000000 0.000000000
## 2504 0.000000000 0.000000000
## 2536 0.000000000 0.000000000
## 279 0.000000000 0.000000000
## 351 0.000000000 0.000000000
## 1336 0.000000000 0.000000000
## 13492 0.000000000 0.000000000
## 1356 0.000000000 0.000000000
## 1417 0.000000000 0.000000000
## 15091 0.000000000 0.000000000
## 1542 0.000000000 0.000000000
## 2055 0.000000000 0.000000000
## 2273 0.000000000 0.000000000
## 2499 0.000000000 0.000000000
## 2566 0.000000000 0.000000000
## 51 0.000000000 0.000000000
## 365 0.000000000 0.000000000
## 552 0.000000000 0.000000000
## 630 0.000000000 0.000000000
## 1493 0.000000000 0.000000000
## 1506 0.000000000 0.000000000
## 1514 0.000000000 0.000000000
## 1925 0.000000000 0.000000000
## 2349 0.000000000 0.000000000
## 2413 0.000000000 0.000000000
## 2629 0.000000000 0.000000000
## 48 0.000000000 0.000000000
## 246 0.000000000 0.000000000
## 1428 0.000000000 0.000000000
## 14872 0.000000000 0.000000000
## 1503 0.000000000 0.000000000
## 16981 0.000000000 0.000000000
## 1700 0.000000000 0.000000000
## 2169 0.000000000 0.000000000
## 2178 0.000000000 0.000000000
## 2626 0.000000000 0.000000000
## 3951 0.000000000 0.000000000
## 1270 0.000000000 0.000000000
## 1315 0.000000000 0.000000000
## 1381 0.000000000 0.000000000
## 16531 0.000000000 0.000000000
## 1661 0.000000000 0.000000000
## 2027 0.000000000 0.000000000
## 2128 0.000000000 0.000000000
## 1220 0.000000000 0.000000000
## 1369 0.000000000 0.000000000
## 1392 0.000000000 0.000000000
## 1751 0.000000000 0.000000000
## 1988 0.000000000 0.000000000
## 2153 0.000000000 0.000000000
## 2167 0.000000000 0.000000000
## 2437 0.000000000 0.000000000
## 2454 0.150539205 0.000000000
## 2578 0.000000000 0.000000000
## 1097 0.000000000 0.000000000
## 1209 0.000000000 0.000000000
## 1335 0.000000000 0.000000000
## 1975 0.000000000 0.000000000
## 2187 0.000000000 0.000000000
## 2259 0.000000000 0.000000000
## 2341 0.000000000 0.000000000
## 2453 0.000000000 0.000000000
## 2522 0.000000000 0.000000000
## 574 0.000000000 0.000000000
## 590 0.000000000 0.000000000
## 983 0.121230189 0.154266531
## 1013 0.000000000 0.000000000
## 2076 0.000000000 0.000000000
## 2158 0.000000000 0.000000000
## 2177 0.000000000 0.000000000
## 2324 0.000000000 0.000000000
## 182 0.000000000 0.000000000
## 212 0.000000000 0.000000000
## 333 0.000000000 0.000000000
## 609 0.000000000 0.000000000
## 1162 0.000000000 0.000000000
## 1286 0.000000000 0.000000000
## 1426 0.000000000 0.000000000
## 1611 0.000000000 0.000000000
## 1882 0.000000000 0.000000000
## 1958 0.156353186 0.000000000
## 2038 0.000000000 0.000000000
## 2467 0.000000000 0.000000000
## 756 0.000000000 0.000000000
## 780 0.055309462 0.088069888
## 991 0.000000000 0.000000000
## 1305 0.000000000 0.000000000
## 1373 0.000000000 0.000000000
## 1459 0.000000000 0.000000000
## 1594 0.000000000 0.000000000
## 1860 0.000000000 0.000000000
## 613 0.000000000 0.000000000
## 1108 0.000000000 0.000000000
## 2279 0.000000000 0.000000000
## 2310 0.000000000 0.000000000
## 2333 0.000000000 0.000000000
## 2348 0.000000000 0.000000000
## 2372 0.000000000 0.000000000
## 2526 0.000000000 0.000000000
## 2574 0.000000000 0.000000000
## 111 0.000000000 0.000000000
## 1438 0.000000000 0.000000000
## 15041 0.000000000 0.000000000
## 1811 0.000000000 0.000000000
## 2092 0.000000000 0.000000000
## 2131 0.000000000 0.000000000
## 2410 0.000000000 0.000000000
## 2539 0.190525667 0.000000000
## 1111 0.000000000 0.000000000
## 14381 0.000000000 0.000000000
## 15042 0.000000000 0.000000000
## 18111 0.000000000 0.000000000
## 20921 0.000000000 0.000000000
## 21311 0.000000000 0.000000000
## 24101 0.000000000 0.000000000
## 25391 0.190525667 0.000000000
## 529 0.000000000 0.000000000
## 638 0.000000000 0.000000000
## 951 0.000000000 0.000000000
## 1505 0.000000000 0.000000000
## 1614 0.000000000 0.000000000
## 1927 0.000000000 0.000000000
## 2481 0.000000000 0.000000000
## 2590 0.000000000 0.000000000
## 467 0.000000000 0.000000000
## pitch_type_percentage_3_KC pitch_type_percentage_1_ST
## 479 0.000000000 0.000000000
## 532 0.000000000 0.000000000
## 1032 0.000000000 0.000000000
## 1042 0.000000000 0.000000000
## 1047 0.000000000 0.000000000
## 1964 0.000000000 0.174943867
## 2148 0.000000000 0.000000000
## 2154 0.000000000 0.000000000
## 2192 0.000000000 0.168915344
## 2241 0.000000000 0.000000000
## 447 0.000000000 0.000000000
## 490 0.002564103 0.000000000
## 496 0.000000000 0.000000000
## 923 0.000000000 0.000000000
## 1038 0.000000000 0.000000000
## 1960 0.000000000 0.000000000
## 1984 0.000000000 0.000000000
## 1996 0.000000000 0.000000000
## 2009 0.000000000 0.000000000
## 2051 0.000000000 0.000000000
## 2085 0.000000000 0.099647297
## 342 0.000000000 0.000000000
## 362 0.000000000 0.062339129
## 896 0.000000000 0.000000000
## 1195 0.000000000 0.000000000
## 1389 0.000000000 0.000000000
## 1393 0.000000000 0.000000000
## 1463 0.000000000 0.000000000
## 1767 0.000000000 0.000000000
## 2587 0.000000000 0.000000000
## 2607 0.000000000 0.136638040
## 137 0.000000000 0.000000000
## 258 0.000000000 0.000000000
## 377 0.000000000 0.000000000
## 1581 0.000000000 0.000000000
## 1640 0.000000000 0.000000000
## 2382 0.000000000 0.000000000
## 2503 0.000000000 0.000000000
## 2622 0.000000000 0.000000000
## 69 0.000000000 0.000000000
## 136 0.000000000 0.000000000
## 1101 0.000000000 0.000000000
## 1268 0.000000000 0.000000000
## 1279 0.000000000 0.000000000
## 1308 0.000000000 0.000000000
## 1324 0.000000000 0.000000000
## 1330 0.000000000 0.000000000
## 2104 0.000000000 0.000000000
## 2314 0.000000000 0.000000000
## 2381 0.000000000 0.000000000
## 55 0.000000000 0.000000000
## 1153 0.000000000 0.000000000
## 1439 0.000000000 0.000000000
## 1617 0.000000000 0.000000000
## 1653 0.000000000 0.000000000
## 1737 0.000000000 0.000000000
## 1926 0.000000000 0.000000000
## 2300 0.000000000 0.000000000
## 238 0.000000000 0.146235957
## 1077 0.000000000 0.000000000
## 1159 0.000000000 0.000000000
## 1253 0.000000000 0.000000000
## 1387 0.000000000 0.000000000
## 1450 0.000000000 0.000000000
## 1915 0.000000000 0.000000000
## 2483 0.000000000 0.000000000
## 612 0.000000000 0.000000000
## 1229 0.000000000 0.000000000
## 1231 0.000000000 0.000000000
## 1349 0.000000000 0.000000000
## 1553 0.000000000 0.000000000
## 1660 0.000000000 0.000000000
## 1663 0.000000000 0.000000000
## 1959 0.000000000 0.000000000
## 6121 0.000000000 0.000000000
## 12291 0.000000000 0.000000000
## 12311 0.000000000 0.000000000
## 13491 0.000000000 0.000000000
## 15531 0.000000000 0.000000000
## 16601 0.000000000 0.000000000
## 16631 0.000000000 0.000000000
## 19591 0.000000000 0.000000000
## 476 0.000000000 0.200134340
## 527 0.000000000 0.000000000
## 576 0.000000000 0.000000000
## 2047 0.000000000 0.000000000
## 2118 0.000000000 0.000000000
## 2133 0.000000000 0.000000000
## 2134 0.000000000 0.000000000
## 2139 0.000000000 0.000000000
## 2181 0.000000000 0.000000000
## 2190 0.000000000 0.000000000
## 2205 0.000000000 0.000000000
## 2206 0.000000000 0.295250103
## 758 0.000000000 0.207293060
## 820 0.000000000 0.001157407
## 1535 0.000000000 0.000000000
## 1546 0.000000000 0.000000000
## 1555 0.000000000 0.000000000
## 1618 0.000000000 0.000000000
## 1684 0.000000000 0.000000000
## 1740 0.000000000 0.000000000
## 1746 0.000000000 0.000000000
## 2515 0.000000000 0.000000000
## 2577 0.000000000 0.000000000
## 537 0.000000000 0.000000000
## 960 0.141185050 0.000000000
## 1068 0.000000000 0.000000000
## 12531 0.000000000 0.000000000
## 1301 0.000000000 0.000000000
## 1487 0.000000000 0.000000000
## 1508 0.000000000 0.000000000
## 1735 0.000000000 0.000000000
## 2294 0.000000000 0.000000000
## 805 0.000000000 0.000000000
## 1563 0.000000000 0.000000000
## 1576 0.000000000 0.000000000
## 1578 0.000000000 0.000000000
## 1588 0.000000000 0.000000000
## 1606 0.000000000 0.387906500
## 1644 0.000000000 0.000000000
## 1650 0.000000000 0.000000000
## 1655 0.000000000 0.000000000
## 1679 0.000000000 0.000000000
## 1698 0.000000000 0.000000000
## 1712 0.000000000 0.000000000
## 1722 0.000000000 0.000000000
## 1745 0.000000000 0.000000000
## 2562 0.000000000 0.013605442
## 366 0.000000000 0.061960307
## 389 0.000000000 0.029497354
## 424 0.000000000 0.000000000
## 1627 0.000000000 0.000000000
## 1668 0.000000000 0.000000000
## 2123 0.000000000 0.000000000
## 2146 0.000000000 0.196319640
## 21811 0.000000000 0.000000000
## 231 0.000000000 0.000000000
## 592 0.000000000 0.000000000
## 813 0.000000000 0.000000000
## 1088 0.000000000 0.000000000
## 1449 0.000000000 0.000000000
## 1670 0.000000000 0.000000000
## 1945 0.000000000 0.000000000
## 2306 0.000000000 0.000000000
## 2527 0.000000000 0.116525927
## 340 0.000000000 0.303771982
## 429 0.000000000 0.000000000
## 807 0.000000000 0.000000000
## 9231 0.000000000 0.000000000
## 1867 0.000000000 0.000000000
## 1956 0.000000000 0.355780022
## 2334 0.000000000 0.000000000
## 2450 0.000000000 0.000000000
## 372 0.179374925 0.000000000
## 412 0.000000000 0.000000000
## 775 0.000000000 0.000000000
## 1358 0.000000000 0.000000000
## 1448 0.000000000 0.000000000
## 1899 0.000000000 0.000000000
## 1939 0.000000000 0.000000000
## 2302 0.000000000 0.000000000
## 347 0.000000000 0.000000000
## 743 0.000000000 0.000000000
## 1374 0.000000000 0.000000000
## 1376 0.000000000 0.000000000
## 14871 0.000000000 0.000000000
## 1509 0.000000000 0.000000000
## 1874 0.000000000 0.000000000
## 2270 0.000000000 0.000000000
## 711 0.125470583 0.000000000
## 10421 0.000000000 0.000000000
## 1161 0.000000000 0.000000000
## 1235 0.000000000 0.000000000
## 1300 0.000000000 0.000000000
## 1320 0.000000000 0.000000000
## 2238 0.000000000 0.000000000
## 2569 0.000000000 0.352439727
## 395 0.000000000 0.000000000
## 1429 0.000000000 0.000000000
## 1440 0.000000000 0.000000000
## 1443 0.000000000 0.000000000
## 1474 0.000000000 0.000000000
## 1501 0.000000000 0.000000000
## 1502 0.000000000 0.000000000
## 1504 0.000000000 0.000000000
## 1516 0.000000000 0.000000000
## 1922 0.000000000 0.000000000
## 222 0.000000000 0.000000000
## 4791 0.000000000 0.000000000
## 1254 0.000000000 0.000000000
## 1343 0.000000000 0.000000000
## 1671 0.000000000 0.000000000
## 1705 0.000000000 0.000000000
## 1719 0.000000000 0.000000000
## 1830 0.000000000 0.000000000
## 1172 0.000000000 0.000000000
## 11951 0.000000000 0.000000000
## 1311 0.000000000 0.000000000
## 1313 0.000000000 0.000000000
## 1353 0.000000000 0.000000000
## 1360 0.000000000 0.000000000
## 1895 0.000000000 0.000000000
## 1983 0.000000000 0.000000000
## 2248 0.000000000 0.272306886
## 2357 0.000000000 0.000000000
## 226 0.000000000 0.000000000
## 480 0.000000000 0.000000000
## 845 0.000000000 0.000000000
## 1552 0.000000000 0.000000000
## 1609 0.000000000 0.000000000
## 1703 0.000000000 0.000000000
## 1728 0.000000000 0.000000000
## 2145 0.000000000 0.000000000
## 249 0.000000000 0.000000000
## 251 0.000000000 0.000000000
## 506 0.342703736 0.000000000
## 556 0.000000000 0.000000000
## 1208 0.000000000 0.000000000
## 1283 0.000000000 0.000000000
## 1284 0.000000000 0.000000000
## 2345 0.000000000 0.000000000
## 2565 0.000000000 0.000000000
## 317 0.000000000 0.289442303
## 335 0.000000000 0.000000000
## 663 0.000000000 0.000000000
## 1333 0.000000000 0.000000000
## 1475 0.000000000 0.000000000
## 19961 0.000000000 0.000000000
## 2113 0.000000000 0.000000000
## 2368 0.000000000 0.000000000
## 22 0.000000000 0.000000000
## 63 0.000000000 0.000000000
## 168 0.000000000 0.000000000
## 174 0.000000000 0.000000000
## 673 0.000000000 0.000000000
## 1177 0.000000000 0.000000000
## 1180 0.000000000 0.000000000
## 1260 0.000000000 0.033052885
## 1744 0.000000000 0.000000000
## 1759 0.000000000 0.000000000
## 2222 0.000000000 0.000000000
## 2362 0.000000000 0.000000000
## 2530 0.000000000 0.000000000
## 2600 0.000000000 0.000000000
## 2641 0.000000000 0.000000000
## 7581 0.000000000 0.207293060
## 1178 0.000000000 0.000000000
## 1287 0.000000000 0.000000000
## 1445 0.000000000 0.000000000
## 19561 0.000000000 0.355780022
## 2229 0.000000000 0.000000000
## 2246 0.000000000 0.000000000
## 2312 0.000000000 0.000000000
## 2412 0.000000000 0.000000000
## 173 0.000000000 0.012742051
## 315 0.000000000 0.000000000
## 376 0.000000000 0.000000000
## 1630 0.000000000 0.000000000
## 1646 0.000000000 0.000000000
## 1683 0.000000000 0.000000000
## 1891 0.000000000 0.000000000
## 1930 0.000000000 0.067445908
## 2007 0.000000000 0.095972329
## 2252 0.000000000 0.000000000
## 2471 0.000000000 0.000000000
## 2511 0.000000000 0.000000000
## 152 0.000000000 0.000000000
## 307 0.000000000 0.512576790
## 414 0.000000000 0.000000000
## 1185 0.000000000 0.000000000
## 1331 0.000000000 0.000000000
## 1351 0.000000000 0.000000000
## 1565 0.000000000 0.000000000
## 1718 0.000000000 0.000000000
## 1808 0.000000000 0.000000000
## 2013 0.000000000 0.000000000
## 2031 0.000000000 0.000000000
## 2090 0.000000000 0.000000000
## 598 0.000000000 0.000000000
## 1155 0.000000000 0.000000000
## 13581 0.000000000 0.000000000
## 1533 0.000000000 0.000000000
## 2025 0.000000000 0.000000000
## 2035 0.000000000 0.000000000
## 2307 0.000000000 0.000000000
## 2498 0.000000000 0.000000000
## 5321 0.000000000 0.000000000
## 975 0.000000000 0.000000000
## 1040 0.000000000 0.000000000
## 1214 0.000000000 0.000000000
## 1612 0.000000000 0.000000000
## 2006 0.000000000 0.000000000
## 2338 0.000000000 0.000000000
## 2504 0.000000000 0.000000000
## 2536 0.000000000 0.000000000
## 279 0.000000000 0.311702429
## 351 0.000000000 0.000000000
## 1336 0.000000000 0.000000000
## 13492 0.000000000 0.000000000
## 1356 0.000000000 0.000000000
## 1417 0.000000000 0.000000000
## 15091 0.000000000 0.000000000
## 1542 0.000000000 0.000000000
## 2055 0.000000000 0.000000000
## 2273 0.000000000 0.000000000
## 2499 0.000000000 0.000000000
## 2566 0.000000000 0.000000000
## 51 0.000000000 0.000000000
## 365 0.000000000 0.000000000
## 552 0.000000000 0.000000000
## 630 0.000000000 0.000000000
## 1493 0.000000000 0.000000000
## 1506 0.000000000 0.000000000
## 1514 0.000000000 0.000000000
## 1925 0.000000000 0.000000000
## 2349 0.000000000 0.000000000
## 2413 0.000000000 0.000000000
## 2629 0.000000000 0.000000000
## 48 0.000000000 0.000000000
## 246 0.000000000 0.000000000
## 1428 0.000000000 0.000000000
## 14872 0.000000000 0.000000000
## 1503 0.000000000 0.000000000
## 16981 0.000000000 0.000000000
## 1700 0.000000000 0.000000000
## 2169 0.000000000 0.000000000
## 2178 0.000000000 0.000000000
## 2626 0.000000000 0.000000000
## 3951 0.000000000 0.000000000
## 1270 0.000000000 0.000000000
## 1315 0.000000000 0.000000000
## 1381 0.000000000 0.000000000
## 16531 0.000000000 0.000000000
## 1661 0.000000000 0.000000000
## 2027 0.000000000 0.000000000
## 2128 0.000000000 0.243008885
## 1220 0.000000000 0.000000000
## 1369 0.000000000 0.000000000
## 1392 0.000000000 0.000000000
## 1751 0.000000000 0.000000000
## 1988 0.000000000 0.538002589
## 2153 0.000000000 0.000000000
## 2167 0.000000000 0.000000000
## 2437 0.000000000 0.000000000
## 2454 0.000000000 0.073908186
## 2578 0.000000000 0.000000000
## 1097 0.000000000 0.000000000
## 1209 0.000000000 0.521739130
## 1335 0.000000000 0.000000000
## 1975 0.000000000 0.000000000
## 2187 0.000000000 0.599720637
## 2259 0.000000000 0.144927536
## 2341 0.000000000 0.000000000
## 2453 0.000000000 0.000000000
## 2522 0.000000000 0.000000000
## 574 0.000000000 0.000000000
## 590 0.000000000 0.000000000
## 983 0.125048924 0.000000000
## 1013 0.000000000 0.000000000
## 2076 0.000000000 0.000000000
## 2158 0.000000000 0.000000000
## 2177 0.000000000 0.000000000
## 2324 0.000000000 0.000000000
## 182 0.000000000 0.000000000
## 212 0.000000000 0.000000000
## 333 0.000000000 0.000000000
## 609 0.000000000 0.000000000
## 1162 0.000000000 0.000000000
## 1286 0.000000000 0.000000000
## 1426 0.000000000 0.000000000
## 1611 0.000000000 0.000000000
## 1882 0.000000000 0.000000000
## 1958 0.000000000 0.000000000
## 2038 0.000000000 0.000000000
## 2467 0.000000000 0.000000000
## 756 0.000000000 0.000000000
## 780 0.070120266 0.000000000
## 991 0.000000000 0.005796853
## 1305 0.000000000 0.000000000
## 1373 0.000000000 0.000000000
## 1459 0.000000000 0.000000000
## 1594 0.000000000 0.000000000
## 1860 0.000000000 0.000000000
## 613 0.000000000 0.000000000
## 1108 0.000000000 0.041131151
## 2279 0.000000000 0.000000000
## 2310 0.000000000 0.000000000
## 2333 0.000000000 0.000000000
## 2348 0.000000000 0.000000000
## 2372 0.000000000 0.000000000
## 2526 0.000000000 0.000000000
## 2574 0.000000000 0.000000000
## 111 0.000000000 0.000000000
## 1438 0.000000000 0.000000000
## 15041 0.000000000 0.000000000
## 1811 0.000000000 0.000000000
## 2092 0.000000000 0.122720890
## 2131 0.000000000 0.000000000
## 2410 0.000000000 0.000000000
## 2539 0.000000000 0.000000000
## 1111 0.000000000 0.000000000
## 14381 0.000000000 0.000000000
## 15042 0.000000000 0.000000000
## 18111 0.000000000 0.000000000
## 20921 0.000000000 0.122720890
## 21311 0.000000000 0.000000000
## 24101 0.000000000 0.000000000
## 25391 0.000000000 0.000000000
## 529 0.000000000 0.000000000
## 638 0.000000000 0.142813651
## 951 0.000000000 0.000000000
## 1505 0.000000000 0.000000000
## 1614 0.000000000 0.000000000
## 1927 0.000000000 0.000000000
## 2481 0.000000000 0.493976836
## 2590 0.000000000 0.000000000
## 467 0.000000000 0.000000000
## pitch_type_percentage_2_CU pitch_type_percentage_1_FS
## 479 0.000000000 0.000000000
## 532 0.078179990 0.000000000
## 1032 0.008344595 0.000000000
## 1042 0.000000000 0.000000000
## 1047 0.146341463 0.000000000
## 1964 0.000000000 0.000000000
## 2148 0.000000000 0.000000000
## 2154 0.000000000 0.000000000
## 2192 0.000000000 0.000000000
## 2241 0.000000000 0.000000000
## 447 0.000000000 0.538873689
## 490 0.000000000 0.000000000
## 496 0.058891604 0.000000000
## 923 0.000000000 0.000000000
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## 775 0.115831843 0.000000000
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## 1448 0.000000000 0.000000000
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## 1683 0.000000000 0.089040109
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## 1209 0.000000000 0.000000000
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## 951 0.000000000 0.183809524
## 1505 0.000000000 0.000000000
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## 1927 0.030381383 0.000000000
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## 2590 0.000000000 0.000000000
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## pitch_type_percentage_2_FS pitch_type_percentage_3_CU
## 479 0.000000000 0.000000000
## 532 0.000000000 0.000000000
## 1032 0.000000000 0.004807692
## 1042 0.000000000 0.000000000
## 1047 0.000000000 0.000000000
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## 923 0.000000000 0.000000000
## 1038 0.000000000 0.302935898
## 1960 0.000000000 0.000000000
## 1984 0.000000000 0.000000000
## 1996 0.000000000 0.000000000
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## 2051 0.000000000 0.000000000
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## 1895 0.000000000 0.000000000
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## 1208 0.000000000 0.000000000
## 1283 0.000000000 0.000000000
## 1284 0.000000000 0.000000000
## 2345 0.000000000 0.000000000
## 2565 0.000000000 0.000000000
## 317 0.000000000 0.000000000
## 335 0.000000000 0.000000000
## 663 0.000000000 0.173994253
## 1333 0.000000000 0.000000000
## 1475 0.000000000 0.000000000
## 19961 0.000000000 0.000000000
## 2113 0.000000000 0.000000000
## 2368 0.000000000 0.000000000
## 22 0.000000000 0.000000000
## 63 0.000000000 0.000000000
## 168 0.000000000 0.021567468
## 174 0.000000000 0.000000000
## 673 0.000000000 0.010416667
## 1177 0.000000000 0.000000000
## 1180 0.000000000 0.000000000
## 1260 0.000000000 0.000000000
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## 2222 0.000000000 0.000000000
## 2362 0.000000000 0.000000000
## 2530 0.000000000 0.000000000
## 2600 0.000000000 0.000000000
## 2641 0.000000000 0.000000000
## 7581 0.182596867 0.030860558
## 1178 0.000000000 0.000000000
## 1287 0.000000000 0.000000000
## 1445 0.000000000 0.000000000
## 19561 0.000000000 0.000000000
## 2229 0.000000000 0.000000000
## 2246 0.000000000 0.000000000
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## 2412 0.000000000 0.000000000
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## 315 0.000000000 0.000000000
## 376 0.000000000 0.000000000
## 1630 0.000000000 0.000000000
## 1646 0.000000000 0.000000000
## 1683 0.000000000 0.000000000
## 1891 0.000000000 0.000000000
## 1930 0.000000000 0.000000000
## 2007 0.000000000 0.000000000
## 2252 0.000000000 0.000000000
## 2471 0.000000000 0.000000000
## 2511 0.000000000 0.000000000
## 152 0.000000000 0.000000000
## 307 0.000000000 0.000000000
## 414 0.000000000 0.000000000
## 1185 0.000000000 0.000000000
## 1331 0.000000000 0.000000000
## 1351 0.000000000 0.000000000
## 1565 0.000000000 0.000000000
## 1718 0.000000000 0.000000000
## 1808 0.000000000 0.000000000
## 2013 0.000000000 0.000000000
## 2031 0.000000000 0.000000000
## 2090 0.000000000 0.000000000
## 598 0.000000000 0.101345083
## 1155 0.000000000 0.000000000
## 13581 0.000000000 0.000000000
## 1533 0.000000000 0.000000000
## 2025 0.000000000 0.000000000
## 2035 0.000000000 0.000000000
## 2307 0.000000000 0.000000000
## 2498 0.000000000 0.050000000
## 5321 0.000000000 0.000000000
## 975 0.000000000 0.064996699
## 1040 0.000000000 0.118055556
## 1214 0.000000000 0.000000000
## 1612 0.000000000 0.000000000
## 2006 0.000000000 0.000000000
## 2338 0.000000000 0.000000000
## 2504 0.000000000 0.000000000
## 2536 0.000000000 0.000000000
## 279 0.000000000 0.000000000
## 351 0.002840909 0.000000000
## 1336 0.000000000 0.000000000
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## 15091 0.000000000 0.000000000
## 1542 0.000000000 0.000000000
## 2055 0.000000000 0.000000000
## 2273 0.000000000 0.000000000
## 2499 0.000000000 0.000000000
## 2566 0.000000000 0.000000000
## 51 0.000000000 0.027033278
## 365 0.228013391 0.000000000
## 552 0.000000000 0.000000000
## 630 0.000000000 0.000000000
## 1493 0.000000000 0.000000000
## 1506 0.000000000 0.000000000
## 1514 0.000000000 0.000000000
## 1925 0.000000000 0.000000000
## 2349 0.000000000 0.000000000
## 2413 0.000000000 0.000000000
## 2629 0.000000000 0.000000000
## 48 0.000000000 0.000000000
## 246 0.000000000 0.000000000
## 1428 0.000000000 0.000000000
## 14872 0.000000000 0.000000000
## 1503 0.000000000 0.000000000
## 16981 0.000000000 0.000000000
## 1700 0.000000000 0.000000000
## 2169 0.000000000 0.000000000
## 2178 0.000000000 0.000000000
## 2626 0.000000000 0.000000000
## 3951 0.000000000 0.000000000
## 1270 0.000000000 0.000000000
## 1315 0.000000000 0.000000000
## 1381 0.000000000 0.000000000
## 16531 0.000000000 0.000000000
## 1661 0.000000000 0.000000000
## 2027 0.000000000 0.000000000
## 2128 0.000000000 0.000000000
## 1220 0.000000000 0.000000000
## 1369 0.000000000 0.000000000
## 1392 0.000000000 0.000000000
## 1751 0.000000000 0.000000000
## 1988 0.000000000 0.000000000
## 2153 0.000000000 0.000000000
## 2167 0.000000000 0.000000000
## 2437 0.000000000 0.000000000
## 2454 0.000000000 0.000000000
## 2578 0.000000000 0.000000000
## 1097 0.001388889 0.153546738
## 1209 0.000000000 0.000000000
## 1335 0.000000000 0.000000000
## 1975 0.000000000 0.000000000
## 2187 0.000000000 0.000000000
## 2259 0.000000000 0.000000000
## 2341 0.000000000 0.000000000
## 2453 0.000000000 0.000000000
## 2522 0.000000000 0.000000000
## 574 0.000000000 0.191416667
## 590 0.000000000 0.000000000
## 983 0.155149519 0.000000000
## 1013 0.000000000 0.186559467
## 2076 0.000000000 0.000000000
## 2158 0.000000000 0.000000000
## 2177 0.000000000 0.000000000
## 2324 0.000000000 0.000000000
## 182 0.000000000 0.000000000
## 212 0.000000000 0.000000000
## 333 0.000000000 0.061475666
## 609 0.000000000 0.195191629
## 1162 0.000000000 0.000000000
## 1286 0.000000000 0.000000000
## 1426 0.000000000 0.000000000
## 1611 0.000000000 0.000000000
## 1882 0.000000000 0.000000000
## 1958 0.000000000 0.000000000
## 2038 0.000000000 0.000000000
## 2467 0.000000000 0.000000000
## 756 0.000000000 0.000000000
## 780 0.000000000 0.000000000
## 991 0.000000000 0.000000000
## 1305 0.000000000 0.000000000
## 1373 0.000000000 0.000000000
## 1459 0.000000000 0.000000000
## 1594 0.000000000 0.000000000
## 1860 0.000000000 0.000000000
## 613 0.000000000 0.000000000
## 1108 0.000000000 0.272160485
## 2279 0.000000000 0.000000000
## 2310 0.000000000 0.000000000
## 2333 0.000000000 0.000000000
## 2348 0.000000000 0.000000000
## 2372 0.000000000 0.000000000
## 2526 0.000000000 0.000000000
## 2574 0.000000000 0.000000000
## 111 0.000000000 0.000000000
## 1438 0.000000000 0.000000000
## 15041 0.000000000 0.000000000
## 1811 0.000000000 0.000000000
## 2092 0.000000000 0.000000000
## 2131 0.000000000 0.000000000
## 2410 0.000000000 0.000000000
## 2539 0.000000000 0.000000000
## 1111 0.000000000 0.000000000
## 14381 0.000000000 0.000000000
## 15042 0.000000000 0.000000000
## 18111 0.000000000 0.000000000
## 20921 0.000000000 0.000000000
## 21311 0.000000000 0.000000000
## 24101 0.000000000 0.000000000
## 25391 0.000000000 0.000000000
## 529 0.000000000 0.000000000
## 638 0.000000000 0.000000000
## 951 0.209242424 0.000000000
## 1505 0.000000000 0.000000000
## 1614 0.000000000 0.000000000
## 1927 0.000000000 0.000000000
## 2481 0.000000000 0.000000000
## 2590 0.000000000 0.000000000
## 467 0.000000000 0.000000000
## pitch_type_percentage_1_SV pitch_type_percentage_2_SV
## 479 0.0000000 0.0000000
## 532 0.0000000 0.0000000
## 1032 0.0000000 0.0000000
## 1042 0.0000000 0.0000000
## 1047 0.0000000 0.0000000
## 1964 0.0000000 0.0000000
## 2148 0.0000000 0.0000000
## 2154 0.0000000 0.0000000
## 2192 0.0000000 0.0000000
## 2241 0.0000000 0.0000000
## 447 0.0000000 0.0000000
## 490 0.0000000 0.0000000
## 496 0.0000000 0.0000000
## 923 0.0000000 0.0000000
## 1038 0.0000000 0.0000000
## 1960 0.0000000 0.0000000
## 1984 0.0000000 0.0000000
## 1996 0.0000000 0.0000000
## 2009 0.0000000 0.0000000
## 2051 0.0000000 0.0000000
## 2085 0.0000000 0.0000000
## 342 0.0000000 0.0000000
## 362 0.0000000 0.0000000
## 896 0.0000000 0.0000000
## 1195 0.0000000 0.0000000
## 1389 0.0000000 0.0000000
## 1393 0.0000000 0.0000000
## 1463 0.0000000 0.0000000
## 1767 0.0000000 0.0000000
## 2587 0.0000000 0.0000000
## 2607 0.0000000 0.0000000
## 137 0.0000000 0.0000000
## 258 0.0000000 0.0000000
## 377 0.0000000 0.0000000
## 1581 0.0000000 0.0000000
## 1640 0.0000000 0.0000000
## 2382 0.0000000 0.0000000
## 2503 0.0000000 0.0000000
## 2622 0.0000000 0.0000000
## 69 0.0000000 0.0000000
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## 1343 0.0000000 0.0000000
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## 11951 0.0000000 0.0000000
## 1311 0.0000000 0.0000000
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## 1180 0.0000000 0.0000000
## 1260 0.0000000 0.0000000
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## 1759 0.0000000 0.0000000
## 2222 0.0000000 0.0000000
## 2362 0.0000000 0.0000000
## 2530 0.0000000 0.0000000
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## 2641 0.0000000 0.0000000
## 7581 0.0000000 0.0000000
## 1178 0.0000000 0.0000000
## 1287 0.0000000 0.0000000
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## 2312 0.0000000 0.0000000
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## 1630 0.0000000 0.0000000
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## 1683 0.0000000 0.0000000
## 1891 0.0000000 0.0000000
## 1930 0.0000000 0.0000000
## 2007 0.0000000 0.0000000
## 2252 0.0000000 0.0000000
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## 2511 0.0000000 0.0000000
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## 1331 0.0000000 0.0000000
## 1351 0.0000000 0.0000000
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## 1718 0.0000000 0.0000000
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## 5321 0.0000000 0.0000000
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## 2504 0.0000000 0.0000000
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## 2128 0.0000000 0.0000000
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## 1392 0.0000000 0.0000000
## 1751 0.0000000 0.0000000
## 1988 0.0000000 0.0000000
## 2153 0.0000000 0.0000000
## 2167 0.0000000 0.0000000
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## 2454 0.0000000 0.0000000
## 2578 0.0000000 0.0000000
## 1097 0.0000000 0.0000000
## 1209 0.0000000 0.0000000
## 1335 0.0000000 0.0000000
## 1975 0.0000000 0.0000000
## 2187 0.0000000 0.0000000
## 2259 0.0000000 0.0000000
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## 2453 0.0000000 0.0000000
## 2522 0.0000000 0.0000000
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## 590 0.0000000 0.0000000
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## 1013 0.0000000 0.0000000
## 2076 0.0000000 0.0000000
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## 2177 0.0000000 0.0000000
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## 212 0.0000000 0.0000000
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## 2038 0.0000000 0.0000000
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## 756 0.0000000 0.0000000
## 780 0.0000000 0.0000000
## 991 0.0000000 0.0000000
## 1305 0.0000000 0.0000000
## 1373 0.0000000 0.0000000
## 1459 0.0000000 0.0000000
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## 1860 0.0000000 0.0000000
## 613 0.0000000 0.0000000
## 1108 0.0000000 0.0000000
## 2279 0.0000000 0.0000000
## 2310 0.0000000 0.0000000
## 2333 0.0000000 0.0000000
## 2348 0.0000000 0.0000000
## 2372 0.0000000 0.0000000
## 2526 0.0000000 0.0000000
## 2574 0.0000000 0.0000000
## 111 0.0000000 0.0000000
## 1438 0.0000000 0.0000000
## 15041 0.0000000 0.0000000
## 1811 0.0000000 0.0000000
## 2092 0.0000000 0.0000000
## 2131 0.0000000 0.0000000
## 2410 0.0000000 0.0000000
## 2539 0.0000000 0.0000000
## 1111 0.0000000 0.0000000
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## 15042 0.0000000 0.0000000
## 18111 0.0000000 0.0000000
## 20921 0.0000000 0.0000000
## 21311 0.0000000 0.0000000
## 24101 0.0000000 0.0000000
## 25391 0.0000000 0.0000000
## 529 0.0000000 0.0000000
## 638 0.0000000 0.0000000
## 951 0.0000000 0.0000000
## 1505 0.0000000 0.0000000
## 1614 0.0000000 0.0000000
## 1927 0.0000000 0.0000000
## 2481 0.0000000 0.0000000
## 2590 0.0000000 0.0000000
## 467 0.0000000 0.0000000
## pitch_type_percentage_3_SV pitch_type_percentage_3_FS
## 479 0.0000000 0.000000000
## 532 0.0000000 0.000000000
## 1032 0.0000000 0.000000000
## 1042 0.0000000 0.000000000
## 1047 0.0000000 0.000000000
## 1964 0.0000000 0.000000000
## 2148 0.0000000 0.000000000
## 2154 0.0000000 0.000000000
## 2192 0.0000000 0.000000000
## 2241 0.0000000 0.000000000
## 447 0.0000000 0.337511871
## 490 0.0000000 0.000000000
## 496 0.0000000 0.000000000
## 923 0.0000000 0.000000000
## 1038 0.0000000 0.000000000
## 1960 0.0000000 0.000000000
## 1984 0.0000000 0.000000000
## 1996 0.0000000 0.000000000
## 2009 0.0000000 0.000000000
## 2051 0.0000000 0.000000000
## 2085 0.0000000 0.000000000
## 342 0.0000000 0.000000000
## 362 0.0000000 0.072917544
## 896 0.0000000 0.000000000
## 1195 0.0000000 0.000000000
## 1389 0.0000000 0.000000000
## 1393 0.0000000 0.000000000
## 1463 0.0000000 0.000000000
## 1767 0.0000000 0.000000000
## 2587 0.0000000 0.000000000
## 2607 0.0000000 0.000000000
## 137 0.0000000 0.000000000
## 258 0.0000000 0.000000000
## 377 0.0000000 0.000000000
## 1581 0.0000000 0.000000000
## 1640 0.0000000 0.000000000
## 2382 0.0000000 0.000000000
## 2503 0.0000000 0.000000000
## 2622 0.0000000 0.000000000
## 69 0.0000000 0.000000000
## 136 0.0000000 0.000000000
## 1101 0.0000000 0.000000000
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## 2104 0.0000000 0.000000000
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## 2381 0.0000000 0.000000000
## 55 0.0000000 0.000000000
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## 1439 0.0000000 0.000000000
## 1617 0.0000000 0.000000000
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## 1737 0.0000000 0.000000000
## 1926 0.0000000 0.000000000
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## 1077 0.0000000 0.000000000
## 1159 0.0000000 0.000000000
## 1253 0.0000000 0.000000000
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## 1450 0.0000000 0.000000000
## 1915 0.0000000 0.000000000
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## 1229 0.0000000 0.000000000
## 1231 0.0000000 0.000000000
## 1349 0.0000000 0.000000000
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## 1660 0.0000000 0.000000000
## 1663 0.0000000 0.000000000
## 1959 0.0000000 0.000000000
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## 15531 0.0000000 0.000000000
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## 19591 0.0000000 0.000000000
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## 2178 0.000000000 0.000000000
## 2626 0.000000000 0.000000000
## 3951 0.000000000 0.000000000
## 1270 0.000000000 0.000000000
## 1315 0.000000000 0.000000000
## 1381 0.000000000 0.000000000
## 16531 0.000000000 0.000000000
## 1661 0.000000000 0.000000000
## 2027 0.000000000 0.000000000
## 2128 0.000000000 0.000000000
## 1220 0.000000000 0.000000000
## 1369 0.000000000 0.000000000
## 1392 0.000000000 0.000000000
## 1751 0.000000000 0.000000000
## 1988 0.000000000 0.000000000
## 2153 0.000000000 0.000000000
## 2167 0.000000000 0.000000000
## 2437 0.000000000 0.000000000
## 2454 0.000000000 0.000000000
## 2578 0.000000000 0.000000000
## 1097 0.000000000 0.000000000
## 1209 0.000000000 0.000000000
## 1335 0.000000000 0.000000000
## 1975 0.000000000 0.000000000
## 2187 0.000000000 0.000000000
## 2259 0.000000000 0.000000000
## 2341 0.000000000 0.000000000
## 2453 0.000000000 0.000000000
## 2522 0.000000000 0.000000000
## 574 0.000000000 0.000000000
## 590 0.000000000 0.000000000
## 983 0.000000000 0.000000000
## 1013 0.000000000 0.000000000
## 2076 0.000000000 0.000000000
## 2158 0.000000000 0.000000000
## 2177 0.000000000 0.000000000
## 2324 0.000000000 0.000000000
## 182 0.000000000 0.000000000
## 212 0.000000000 0.000000000
## 333 0.000000000 0.000000000
## 609 0.000000000 0.000000000
## 1162 0.000000000 0.000000000
## 1286 0.000000000 0.000000000
## 1426 0.000000000 0.000000000
## 1611 0.000000000 0.000000000
## 1882 0.000000000 0.000000000
## 1958 0.000000000 0.000000000
## 2038 0.000000000 0.000000000
## 2467 0.000000000 0.000000000
## 756 0.000000000 0.000000000
## 780 0.000000000 0.000000000
## 991 0.006456187 0.004310345
## 1305 0.000000000 0.000000000
## 1373 0.000000000 0.000000000
## 1459 0.000000000 0.000000000
## 1594 0.000000000 0.000000000
## 1860 0.000000000 0.000000000
## 613 0.000000000 0.000000000
## 1108 0.045153312 0.073138460
## 2279 0.000000000 0.000000000
## 2310 0.000000000 0.000000000
## 2333 0.000000000 0.000000000
## 2348 0.000000000 0.000000000
## 2372 0.000000000 0.000000000
## 2526 0.000000000 0.000000000
## 2574 0.000000000 0.000000000
## 111 0.000000000 0.000000000
## 1438 0.000000000 0.000000000
## 15041 0.000000000 0.000000000
## 1811 0.000000000 0.000000000
## 2092 0.000000000 0.000000000
## 2131 0.000000000 0.000000000
## 2410 0.000000000 0.000000000
## 2539 0.000000000 0.000000000
## 1111 0.000000000 0.000000000
## 14381 0.000000000 0.000000000
## 15042 0.000000000 0.000000000
## 18111 0.000000000 0.000000000
## 20921 0.000000000 0.000000000
## 21311 0.000000000 0.000000000
## 24101 0.000000000 0.000000000
## 25391 0.000000000 0.000000000
## 529 0.000000000 0.000000000
## 638 0.000000000 0.000000000
## 951 0.000000000 0.000000000
## 1505 0.000000000 0.000000000
## 1614 0.000000000 0.000000000
## 1927 0.000000000 0.000000000
## 2481 0.025000000 0.000000000
## 2590 0.000000000 0.000000000
## 467 0.000000000 0.000000000
## pitch_type_percentage_4_FF pitch_type_percentage_4_KC
## 479 0.000000000 0.000000000
## 532 0.000000000 0.000000000
## 1032 0.000000000 0.000000000
## 1042 0.000000000 0.000000000
## 1047 0.000000000 0.000000000
## 1964 0.000000000 0.000000000
## 2148 0.000000000 0.000000000
## 2154 0.000000000 0.000000000
## 2192 0.000000000 0.000000000
## 2241 0.000000000 0.000000000
## 447 0.000000000 0.000000000
## 490 0.000000000 0.000000000
## 496 0.000000000 0.000000000
## 923 0.000000000 0.000000000
## 1038 0.012043512 0.000000000
## 1960 0.000000000 0.000000000
## 1984 0.000000000 0.000000000
## 1996 0.000000000 0.000000000
## 2009 0.000000000 0.000000000
## 2051 0.000000000 0.000000000
## 2085 0.000000000 0.000000000
## 342 0.000000000 0.000000000
## 362 0.000000000 0.000000000
## 896 0.100000000 0.000000000
## 1195 0.000000000 0.000000000
## 1389 0.000000000 0.000000000
## 1393 0.000000000 0.000000000
## 1463 0.000000000 0.000000000
## 1767 0.000000000 0.000000000
## 2587 0.000000000 0.000000000
## 2607 0.000000000 0.000000000
## 137 0.035714286 0.000000000
## 258 0.000000000 0.000000000
## 377 0.000000000 0.000000000
## 1581 0.000000000 0.000000000
## 1640 0.000000000 0.000000000
## 2382 0.000000000 0.000000000
## 2503 0.000000000 0.000000000
## 2622 0.000000000 0.000000000
## 69 0.000000000 0.000000000
## 136 0.000000000 0.000000000
## 1101 0.007812500 0.000000000
## 1268 0.000000000 0.000000000
## 1279 0.000000000 0.000000000
## 1308 0.000000000 0.000000000
## 1324 0.000000000 0.000000000
## 1330 0.000000000 0.000000000
## 2104 0.000000000 0.000000000
## 2314 0.000000000 0.000000000
## 2381 0.000000000 0.000000000
## 55 0.005681818 0.000000000
## 1153 0.000000000 0.000000000
## 1439 0.000000000 0.000000000
## 1617 0.000000000 0.000000000
## 1653 0.000000000 0.000000000
## 1737 0.000000000 0.000000000
## 1926 0.000000000 0.000000000
## 2300 0.000000000 0.000000000
## 238 0.000000000 0.000000000
## 1077 0.025000000 0.000000000
## 1159 0.000000000 0.000000000
## 1253 0.000000000 0.000000000
## 1387 0.000000000 0.000000000
## 1450 0.000000000 0.000000000
## 1915 0.000000000 0.000000000
## 2483 0.000000000 0.000000000
## 612 0.000000000 0.000000000
## 1229 0.000000000 0.000000000
## 1231 0.000000000 0.000000000
## 1349 0.000000000 0.000000000
## 1553 0.000000000 0.000000000
## 1660 0.000000000 0.000000000
## 1663 0.000000000 0.000000000
## 1959 0.000000000 0.000000000
## 6121 0.000000000 0.000000000
## 12291 0.000000000 0.000000000
## 12311 0.000000000 0.000000000
## 13491 0.000000000 0.000000000
## 15531 0.000000000 0.000000000
## 16601 0.000000000 0.000000000
## 16631 0.000000000 0.000000000
## 19591 0.000000000 0.000000000
## 476 0.000000000 0.000000000
## 527 0.000000000 0.000000000
## 576 0.000000000 0.000000000
## 2047 0.000000000 0.000000000
## 2118 0.000000000 0.000000000
## 2133 0.000000000 0.000000000
## 2134 0.000000000 0.000000000
## 2139 0.000000000 0.000000000
## 2181 0.000000000 0.000000000
## 2190 0.000000000 0.000000000
## 2205 0.000000000 0.000000000
## 2206 0.000000000 0.000000000
## 758 0.043478261 0.000000000
## 820 0.000000000 0.000000000
## 1535 0.000000000 0.000000000
## 1546 0.000000000 0.000000000
## 1555 0.000000000 0.000000000
## 1618 0.000000000 0.000000000
## 1684 0.000000000 0.000000000
## 1740 0.000000000 0.000000000
## 1746 0.000000000 0.000000000
## 2515 0.000000000 0.000000000
## 2577 0.000000000 0.000000000
## 537 0.000000000 0.000000000
## 960 0.079953380 0.015773116
## 1068 0.000000000 0.000000000
## 12531 0.000000000 0.000000000
## 1301 0.000000000 0.000000000
## 1487 0.000000000 0.000000000
## 1508 0.000000000 0.000000000
## 1735 0.000000000 0.000000000
## 2294 0.000000000 0.000000000
## 805 0.000000000 0.000000000
## 1563 0.000000000 0.000000000
## 1576 0.000000000 0.000000000
## 1578 0.000000000 0.000000000
## 1588 0.000000000 0.000000000
## 1606 0.000000000 0.000000000
## 1644 0.000000000 0.000000000
## 1650 0.000000000 0.000000000
## 1655 0.000000000 0.000000000
## 1679 0.000000000 0.000000000
## 1698 0.000000000 0.000000000
## 1712 0.000000000 0.000000000
## 1722 0.000000000 0.000000000
## 1745 0.000000000 0.000000000
## 2562 0.000000000 0.000000000
## 366 0.041379310 0.000000000
## 389 0.000000000 0.000000000
## 424 0.000000000 0.000000000
## 1627 0.000000000 0.000000000
## 1668 0.000000000 0.000000000
## 2123 0.000000000 0.000000000
## 2146 0.000000000 0.000000000
## 21811 0.000000000 0.000000000
## 231 0.000000000 0.000000000
## 592 0.000000000 0.000000000
## 813 0.000000000 0.000000000
## 1088 0.000000000 0.000000000
## 1449 0.000000000 0.000000000
## 1670 0.000000000 0.000000000
## 1945 0.000000000 0.000000000
## 2306 0.000000000 0.000000000
## 2527 0.000000000 0.000000000
## 340 0.000000000 0.000000000
## 429 0.007812500 0.000000000
## 807 0.000000000 0.000000000
## 9231 0.000000000 0.000000000
## 1867 0.000000000 0.000000000
## 1956 0.000000000 0.000000000
## 2334 0.000000000 0.000000000
## 2450 0.000000000 0.000000000
## 372 0.060919540 0.006896552
## 412 0.000000000 0.000000000
## 775 0.000000000 0.000000000
## 1358 0.000000000 0.000000000
## 1448 0.000000000 0.000000000
## 1899 0.000000000 0.000000000
## 1939 0.000000000 0.000000000
## 2302 0.000000000 0.000000000
## 347 0.000000000 0.000000000
## 743 0.012340601 0.000000000
## 1374 0.000000000 0.000000000
## 1376 0.000000000 0.000000000
## 14871 0.000000000 0.000000000
## 1509 0.000000000 0.000000000
## 1874 0.000000000 0.000000000
## 2270 0.000000000 0.000000000
## 711 0.034901961 0.005294118
## 10421 0.000000000 0.000000000
## 1161 0.000000000 0.000000000
## 1235 0.000000000 0.000000000
## 1300 0.000000000 0.000000000
## 1320 0.000000000 0.000000000
## 2238 0.000000000 0.000000000
## 2569 0.000000000 0.000000000
## 395 0.000000000 0.000000000
## 1429 0.000000000 0.000000000
## 1440 0.000000000 0.000000000
## 1443 0.000000000 0.000000000
## 1474 0.000000000 0.000000000
## 1501 0.000000000 0.000000000
## 1502 0.000000000 0.000000000
## 1504 0.000000000 0.000000000
## 1516 0.000000000 0.000000000
## 1922 0.000000000 0.000000000
## 222 0.000000000 0.000000000
## 4791 0.000000000 0.000000000
## 1254 0.000000000 0.000000000
## 1343 0.000000000 0.000000000
## 1671 0.000000000 0.000000000
## 1705 0.000000000 0.000000000
## 1719 0.000000000 0.000000000
## 1830 0.000000000 0.000000000
## 1172 0.000000000 0.000000000
## 11951 0.000000000 0.000000000
## 1311 0.000000000 0.000000000
## 1313 0.000000000 0.000000000
## 1353 0.000000000 0.000000000
## 1360 0.000000000 0.000000000
## 1895 0.000000000 0.000000000
## 1983 0.000000000 0.000000000
## 2248 0.000000000 0.000000000
## 2357 0.000000000 0.000000000
## 226 0.000000000 0.000000000
## 480 0.050420168 0.000000000
## 845 0.000000000 0.000000000
## 1552 0.000000000 0.000000000
## 1609 0.000000000 0.000000000
## 1703 0.000000000 0.000000000
## 1728 0.000000000 0.000000000
## 2145 0.000000000 0.000000000
## 249 0.000000000 0.000000000
## 251 0.000000000 0.000000000
## 506 0.000000000 0.000000000
## 556 0.000000000 0.000000000
## 1208 0.000000000 0.000000000
## 1283 0.000000000 0.000000000
## 1284 0.000000000 0.000000000
## 2345 0.000000000 0.000000000
## 2565 0.000000000 0.000000000
## 317 0.000000000 0.000000000
## 335 0.000000000 0.000000000
## 663 0.022727273 0.000000000
## 1333 0.000000000 0.000000000
## 1475 0.000000000 0.000000000
## 19961 0.000000000 0.000000000
## 2113 0.000000000 0.000000000
## 2368 0.000000000 0.000000000
## 22 0.000000000 0.000000000
## 63 0.000000000 0.000000000
## 168 0.000000000 0.000000000
## 174 0.000000000 0.000000000
## 673 0.000000000 0.000000000
## 1177 0.000000000 0.000000000
## 1180 0.000000000 0.000000000
## 1260 0.000000000 0.000000000
## 1744 0.000000000 0.000000000
## 1759 0.000000000 0.000000000
## 2222 0.000000000 0.000000000
## 2362 0.000000000 0.000000000
## 2530 0.000000000 0.000000000
## 2600 0.000000000 0.000000000
## 2641 0.000000000 0.000000000
## 7581 0.043478261 0.000000000
## 1178 0.000000000 0.000000000
## 1287 0.000000000 0.000000000
## 1445 0.000000000 0.000000000
## 19561 0.000000000 0.000000000
## 2229 0.000000000 0.000000000
## 2246 0.000000000 0.000000000
## 2312 0.000000000 0.000000000
## 2412 0.000000000 0.000000000
## 173 0.000000000 0.000000000
## 315 0.000000000 0.000000000
## 376 0.000000000 0.000000000
## 1630 0.000000000 0.000000000
## 1646 0.000000000 0.000000000
## 1683 0.000000000 0.000000000
## 1891 0.000000000 0.000000000
## 1930 0.000000000 0.000000000
## 2007 0.000000000 0.000000000
## 2252 0.000000000 0.000000000
## 2471 0.000000000 0.000000000
## 2511 0.000000000 0.000000000
## 152 0.000000000 0.000000000
## 307 0.000000000 0.000000000
## 414 0.000000000 0.000000000
## 1185 0.000000000 0.000000000
## 1331 0.000000000 0.000000000
## 1351 0.000000000 0.000000000
## 1565 0.000000000 0.000000000
## 1718 0.000000000 0.000000000
## 1808 0.000000000 0.000000000
## 2013 0.000000000 0.000000000
## 2031 0.000000000 0.000000000
## 2090 0.000000000 0.000000000
## 598 0.000000000 0.000000000
## 1155 0.000000000 0.000000000
## 13581 0.000000000 0.000000000
## 1533 0.000000000 0.000000000
## 2025 0.000000000 0.000000000
## 2035 0.000000000 0.000000000
## 2307 0.000000000 0.000000000
## 2498 0.000000000 0.000000000
## 5321 0.000000000 0.000000000
## 975 0.012820513 0.000000000
## 1040 0.000000000 0.000000000
## 1214 0.000000000 0.000000000
## 1612 0.000000000 0.000000000
## 2006 0.000000000 0.000000000
## 2338 0.000000000 0.000000000
## 2504 0.000000000 0.000000000
## 2536 0.000000000 0.000000000
## 279 0.000000000 0.000000000
## 351 0.000000000 0.000000000
## 1336 0.000000000 0.000000000
## 13492 0.000000000 0.000000000
## 1356 0.000000000 0.000000000
## 1417 0.000000000 0.000000000
## 15091 0.000000000 0.000000000
## 1542 0.000000000 0.000000000
## 2055 0.000000000 0.000000000
## 2273 0.000000000 0.000000000
## 2499 0.000000000 0.000000000
## 2566 0.000000000 0.000000000
## 51 0.000000000 0.000000000
## 365 0.000000000 0.000000000
## 552 0.000000000 0.000000000
## 630 0.000000000 0.000000000
## 1493 0.000000000 0.000000000
## 1506 0.000000000 0.000000000
## 1514 0.000000000 0.000000000
## 1925 0.000000000 0.000000000
## 2349 0.000000000 0.000000000
## 2413 0.000000000 0.000000000
## 2629 0.000000000 0.000000000
## 48 0.000000000 0.000000000
## 246 0.000000000 0.000000000
## 1428 0.000000000 0.000000000
## 14872 0.000000000 0.000000000
## 1503 0.000000000 0.000000000
## 16981 0.000000000 0.000000000
## 1700 0.000000000 0.000000000
## 2169 0.000000000 0.000000000
## 2178 0.000000000 0.000000000
## 2626 0.000000000 0.000000000
## 3951 0.000000000 0.000000000
## 1270 0.000000000 0.000000000
## 1315 0.000000000 0.000000000
## 1381 0.000000000 0.000000000
## 16531 0.000000000 0.000000000
## 1661 0.000000000 0.000000000
## 2027 0.000000000 0.000000000
## 2128 0.000000000 0.000000000
## 1220 0.000000000 0.000000000
## 1369 0.000000000 0.000000000
## 1392 0.000000000 0.000000000
## 1751 0.000000000 0.000000000
## 1988 0.000000000 0.000000000
## 2153 0.000000000 0.000000000
## 2167 0.000000000 0.000000000
## 2437 0.000000000 0.000000000
## 2454 0.000000000 0.000000000
## 2578 0.000000000 0.000000000
## 1097 0.013888889 0.000000000
## 1209 0.000000000 0.000000000
## 1335 0.000000000 0.000000000
## 1975 0.000000000 0.000000000
## 2187 0.000000000 0.000000000
## 2259 0.000000000 0.000000000
## 2341 0.000000000 0.000000000
## 2453 0.000000000 0.000000000
## 2522 0.000000000 0.000000000
## 574 0.000000000 0.000000000
## 590 0.000000000 0.000000000
## 983 0.027083333 0.000000000
## 1013 0.024009324 0.000000000
## 2076 0.000000000 0.000000000
## 2158 0.000000000 0.000000000
## 2177 0.000000000 0.000000000
## 2324 0.000000000 0.000000000
## 182 0.000000000 0.000000000
## 212 0.000000000 0.000000000
## 333 0.000000000 0.000000000
## 609 0.061224490 0.000000000
## 1162 0.000000000 0.000000000
## 1286 0.000000000 0.000000000
## 1426 0.000000000 0.000000000
## 1611 0.000000000 0.000000000
## 1882 0.000000000 0.000000000
## 1958 0.000000000 0.000000000
## 2038 0.000000000 0.000000000
## 2467 0.000000000 0.000000000
## 756 0.000000000 0.000000000
## 780 0.000000000 0.000000000
## 991 0.000000000 0.000000000
## 1305 0.000000000 0.000000000
## 1373 0.000000000 0.000000000
## 1459 0.000000000 0.000000000
## 1594 0.000000000 0.000000000
## 1860 0.000000000 0.000000000
## 613 0.000000000 0.000000000
## 1108 0.014285714 0.000000000
## 2279 0.000000000 0.000000000
## 2310 0.000000000 0.000000000
## 2333 0.000000000 0.000000000
## 2348 0.000000000 0.000000000
## 2372 0.000000000 0.000000000
## 2526 0.000000000 0.000000000
## 2574 0.000000000 0.000000000
## 111 0.000000000 0.000000000
## 1438 0.000000000 0.000000000
## 15041 0.000000000 0.000000000
## 1811 0.000000000 0.000000000
## 2092 0.000000000 0.000000000
## 2131 0.000000000 0.000000000
## 2410 0.000000000 0.000000000
## 2539 0.000000000 0.000000000
## 1111 0.000000000 0.000000000
## 14381 0.000000000 0.000000000
## 15042 0.000000000 0.000000000
## 18111 0.000000000 0.000000000
## 20921 0.000000000 0.000000000
## 21311 0.000000000 0.000000000
## 24101 0.000000000 0.000000000
## 25391 0.000000000 0.000000000
## 529 0.000000000 0.000000000
## 638 0.000000000 0.000000000
## 951 0.000000000 0.000000000
## 1505 0.000000000 0.000000000
## 1614 0.000000000 0.000000000
## 1927 0.000000000 0.000000000
## 2481 0.000000000 0.000000000
## 2590 0.000000000 0.000000000
## 467 0.000000000 0.000000000
## pitch_type_percentage_4_SL pitch_type_percentage_1_NA
## 479 0.000000000 0.0000000000
## 532 0.000000000 0.0000000000
## 1032 0.019631410 0.0000000000
## 1042 0.000000000 0.0000000000
## 1047 0.000000000 0.0000000000
## 1964 0.000000000 0.0000000000
## 2148 0.000000000 0.0000000000
## 2154 0.000000000 0.0000000000
## 2192 0.000000000 0.0000000000
## 2241 0.000000000 0.0000000000
## 447 0.000000000 0.0000000000
## 490 0.000000000 0.0000000000
## 496 0.000000000 0.0000000000
## 923 0.000000000 0.0000000000
## 1038 0.000000000 0.0000000000
## 1960 0.000000000 0.0000000000
## 1984 0.000000000 0.0000000000
## 1996 0.000000000 0.0000000000
## 2009 0.000000000 0.0000000000
## 2051 0.000000000 0.0000000000
## 2085 0.000000000 0.0000000000
## 342 0.000000000 0.0000000000
## 362 0.023809524 0.0000000000
## 896 0.400000000 0.0000000000
## 1195 0.000000000 0.0000000000
## 1389 0.000000000 0.0000000000
## 1393 0.000000000 0.0000000000
## 1463 0.000000000 0.0000000000
## 1767 0.000000000 0.0000000000
## 2587 0.000000000 0.0000000000
## 2607 0.000000000 0.0000000000
## 137 0.035714286 0.0000000000
## 258 0.000000000 0.0000000000
## 377 0.000000000 0.0000000000
## 1581 0.000000000 0.0000000000
## 1640 0.000000000 0.0000000000
## 2382 0.000000000 0.0000000000
## 2503 0.000000000 0.0000000000
## 2622 0.000000000 0.0000000000
## 69 0.000000000 0.0000000000
## 136 0.000000000 0.0000000000
## 1101 0.102201705 0.0000000000
## 1268 0.000000000 0.0000000000
## 1279 0.000000000 0.0000000000
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## 2104 0.000000000 0.0000000000
## 2314 0.000000000 0.0000000000
## 2381 0.000000000 0.0000000000
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## 1153 0.000000000 0.0000000000
## 1439 0.000000000 0.0000000000
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## 1653 0.000000000 0.0000000000
## 1737 0.000000000 0.0000000000
## 1926 0.000000000 0.0000000000
## 2300 0.000000000 0.0000000000
## 238 0.000000000 0.0000000000
## 1077 0.012500000 0.0000000000
## 1159 0.000000000 0.0000000000
## 1253 0.000000000 0.0000000000
## 1387 0.000000000 0.0000000000
## 1450 0.000000000 0.0000000000
## 1915 0.000000000 0.0000000000
## 2483 0.000000000 0.0000000000
## 612 0.000000000 0.0000000000
## 1229 0.000000000 0.0000000000
## 1231 0.000000000 0.0000000000
## 1349 0.000000000 0.0000000000
## 1553 0.000000000 0.0000000000
## 1660 0.000000000 0.0000000000
## 1663 0.000000000 0.0000000000
## 1959 0.000000000 0.0000000000
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## 13491 0.000000000 0.0000000000
## 15531 0.000000000 0.0000000000
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## 16631 0.000000000 0.0000000000
## 19591 0.000000000 0.0000000000
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## 527 0.000000000 0.0000000000
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## 2047 0.000000000 0.0000000000
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## 2133 0.000000000 0.0000000000
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## 2139 0.000000000 0.0000000000
## 2181 0.000000000 0.0000000000
## 2190 0.000000000 0.0000000000
## 2205 0.000000000 0.0000000000
## 2206 0.000000000 0.0000000000
## 758 0.000000000 0.0000000000
## 820 0.000000000 0.0000000000
## 1535 0.000000000 0.0000000000
## 1546 0.000000000 0.0000000000
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## 1618 0.000000000 0.0000000000
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## 2515 0.000000000 0.0000000000
## 2577 0.000000000 0.0000000000
## 537 0.000000000 0.0000000000
## 960 0.014374514 0.0000000000
## 1068 0.000000000 0.0000000000
## 12531 0.000000000 0.0000000000
## 1301 0.000000000 0.0000000000
## 1487 0.000000000 0.0000000000
## 1508 0.000000000 0.0000000000
## 1735 0.000000000 0.0000000000
## 2294 0.000000000 0.0000000000
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## 1563 0.000000000 0.0000000000
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## 1588 0.000000000 0.0000000000
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## pitch_type_percentage_4_CU pitch_type_percentage_4_SI
## 479 0.000000000 0.000000000
## 532 0.000000000 0.000000000
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## pitch_type_percentage_2_FA pitch_type_percentage_3_EP
## 479 0.00000000 0
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## 983 0.02708333 0.00000000
## 1013 0.00000000 0.00000000
## 2076 0.00000000 0.95993590
## 2158 0.00000000 0.00000000
## 2177 0.00000000 0.00000000
## 2324 0.00000000 0.00000000
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## 780 0.00000000 0.00000000
## 991 0.00000000 0.00000000
## 1305 0.00000000 0.00000000
## 1373 0.00000000 1.00000000
## 1459 0.00000000 0.00000000
## 1594 0.00000000 0.84000000
## 1860 0.00000000 0.05600907
## 613 0.00000000 0.00000000
## 1108 0.00000000 0.00000000
## 2279 0.00000000 0.00000000
## 2310 0.00000000 0.73333333
## 2333 0.00000000 0.00000000
## 2348 0.00000000 0.00000000
## 2372 0.00000000 0.00000000
## 2526 0.00000000 0.00000000
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## 111 0.00000000 0.00000000
## 1438 0.00000000 0.00000000
## 15041 0.00000000 0.00000000
## 1811 0.00000000 0.97619048
## 2092 0.00000000 0.00000000
## 2131 0.00000000 0.72500000
## 2410 0.00000000 0.00000000
## 2539 0.00000000 0.00000000
## 1111 0.00000000 0.00000000
## 14381 0.00000000 0.00000000
## 15042 0.00000000 0.00000000
## 18111 0.00000000 0.97619048
## 20921 0.00000000 0.00000000
## 21311 0.00000000 0.72500000
## 24101 0.00000000 0.00000000
## 25391 0.00000000 0.00000000
## 529 0.00000000 0.00000000
## 638 0.00000000 0.00000000
## 951 0.00000000 0.00000000
## 1505 0.00000000 0.00000000
## 1614 0.00000000 0.00000000
## 1927 0.00000000 0.00000000
## 2481 0.00000000 0.00000000
## 2590 0.00000000 0.00000000
## 467 0.00000000 0.00000000
## pitch_type_percentage_4_FC pitch_type_percentage_2_CS
## 479 0.000000000 0.000000000
## 532 0.000000000 0.000000000
## 1032 0.000000000 0.000000000
## 1042 0.000000000 0.000000000
## 1047 0.000000000 0.000000000
## 1964 0.000000000 0.000000000
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## 2154 0.000000000 0.000000000
## 2192 0.000000000 0.000000000
## 2241 0.000000000 0.000000000
## 447 0.000000000 0.000000000
## 490 0.000000000 0.000000000
## 496 0.000000000 0.000000000
## 923 0.000000000 0.000000000
## 1038 0.000000000 0.000000000
## 1960 0.000000000 0.000000000
## 1984 0.000000000 0.000000000
## 1996 0.000000000 0.000000000
## 2009 0.000000000 0.000000000
## 2051 0.000000000 0.000000000
## 2085 0.000000000 0.000000000
## 342 0.000000000 0.000000000
## 362 0.000000000 0.000000000
## 896 0.000000000 0.000000000
## 1195 0.000000000 0.000000000
## 1389 0.000000000 0.000000000
## 1393 0.000000000 0.000000000
## 1463 0.000000000 0.000000000
## 1767 0.000000000 0.000000000
## 2587 0.000000000 0.000000000
## 2607 0.000000000 0.000000000
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## 258 0.000000000 0.000000000
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## 1581 0.000000000 0.000000000
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## 2382 0.000000000 0.000000000
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## 1927 0.000000000 0.000000000
## 2481 0.000000000 0.000000000
## 2590 0.000000000 0.000000000
## 467 0.000000000 0.000000000
## pitch_type_percentage_3_CS pitch_type_percentage_1_EP
## 479 0 0.00000000
## 532 0 0.00000000
## 1032 0 0.00000000
## 1042 0 0.00000000
## 1047 0 0.00000000
## 1964 0 0.00000000
## 2148 0 0.33809524
## 2154 0 0.38461538
## 2192 0 0.00000000
## 2241 0 0.00000000
## 447 0 0.00000000
## 490 0 0.00000000
## 496 0 0.00000000
## 923 0 0.00000000
## 1038 0 0.00000000
## 1960 0 1.00000000
## 1984 0 0.00000000
## 1996 0 0.70000000
## 2009 0 0.00000000
## 2051 0 0.00000000
## 2085 0 0.00000000
## 342 0 0.00000000
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## 896 0 0.00000000
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## 2587 0 0.00000000
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## 137 0 0.00000000
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## 377 0 0.00000000
## 1581 0 0.47395833
## 1640 0 0.00000000
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## pitch_type_percentage_4_SV pitch_type_percentage_2_NA
## 479 0 0
## 532 0 0
## 1032 0 0
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## 1047 0 0
## 1964 0 0
## 2148 0 0
## 2154 0 0
## 2192 0 0
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## 1960 0 0
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## 2009 0 0
## 2051 0 0
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## 342 0 0
## 362 0 0
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## 1195 0 0
## 1389 0 0
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## 137 0 0
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## 377 0 0
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## 1640 0 0
## 2382 0 0
## 2503 0 0
## 2622 0 0
## 69 0 0
## 136 0 0
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## 1308 0 0
## 1324 0 0
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## 2104 0 0
## 2314 0 0
## 2381 0 0
## 55 0 0
## 1153 0 0
## 1439 0 0
## 1617 0 0
## 1653 0 0
## 1737 0 0
## 1926 0 0
## 2300 0 0
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## 1077 0 0
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## 340 0 0
## 429 0 0
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## 1867 0 0
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## 1448 0 0
## 1899 0 0
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## 182 0 0
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## 333 0 0
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## 1426 0 0
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## 1882 0 0
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## 2038 0 0
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## 1305 0 0
## 1373 0 0
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## 1860 0 0
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## 2279 0 0
## 2310 0 0
## 2333 0 0
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## 2372 0 0
## 2526 0 0
## 2574 0 0
## 111 0 0
## 1438 0 0
## 15041 0 0
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## 2410 0 0
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## 14381 0 0
## 15042 0 0
## 18111 0 0
## 20921 0 0
## 21311 0 0
## 24101 0 0
## 25391 0 0
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## 638 0 0
## 951 0 0
## 1505 0 0
## 1614 0 0
## 1927 0 0
## 2481 0 0
## 2590 0 0
## 467 0 0
## pitch_type_percentage_3_NA pitch_type_percentage_2_PO
## 479 0 0.000000000
## 532 0 0.000000000
## 1032 0 0.000000000
## 1042 0 0.000000000
## 1047 0 0.000000000
## 1964 0 0.000000000
## 2148 0 0.000000000
## 2154 0 0.000000000
## 2192 0 0.000000000
## 2241 0 0.000000000
## 447 0 0.000000000
## 490 0 0.000000000
## 496 0 0.000000000
## 923 0 0.000000000
## 1038 0 0.000000000
## 1960 0 0.000000000
## 1984 0 0.000000000
## 1996 0 0.000000000
## 2009 0 0.000000000
## 2051 0 0.000000000
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## 342 0 0.000000000
## 362 0 0.000000000
## 896 0 0.000000000
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## 1393 0 0.000000000
## 1463 0 0.000000000
## 1767 0 0.000000000
## 2587 0 0.000000000
## 2607 0 0.000000000
## 137 0 0.004024943
## 258 0 0.000000000
## 377 0 0.000000000
## 1581 0 0.000000000
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## 2503 0 0.000000000
## 2622 0 0.000000000
## 69 0 0.000000000
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## pitch_type_percentage_2_KN pitch_type_percentage_3_KN
## 479 0 0
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## 1042 0 0
## 1047 0 0
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## pitch_type_percentage_5_CH pitch_type_percentage_4_CS
## 479 0.00000000 0
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## 1042 0.00000000 0
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## 479 0 0
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## 1047 0 0
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## 2382 0 0
## 2503 0 0
## 2622 0 0
## 69 0 0
## 136 0 0
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## 1324 0 0
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## 2314 0 0
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## 55 0 0
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## pitch_type_percentage_3_FO pitch_type_percentage_5_FC
## 479 0 0.0000000
## 532 0 0.0000000
## 1032 0 0.0000000
## 1042 0 0.0000000
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## 2222 0 0.0000000
## 2362 0 0.0000000
## 2530 0 0.0000000
## 2600 0 0.0000000
## 2641 0 0.0000000
## 7581 0 0.0000000
## 1178 0 0.0000000
## 1287 0 0.0000000
## 1445 0 0.0000000
## 19561 0 0.0000000
## 2229 0 0.0000000
## 2246 0 0.0000000
## 2312 0 0.0000000
## 2412 0 0.0000000
## 173 0 0.0000000
## 315 0 0.0000000
## 376 0 0.0000000
## 1630 0 0.0000000
## 1646 0 0.0000000
## 1683 0 0.0000000
## 1891 0 0.0000000
## 1930 0 0.0000000
## 2007 0 0.0000000
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## 2471 0 0.0000000
## 2511 0 0.0000000
## 152 0 0.0000000
## 307 0 0.0000000
## 414 0 0.0000000
## 1185 0 0.0000000
## 1331 0 0.0000000
## 1351 0 0.0000000
## 1565 0 0.0000000
## 1718 0 0.0000000
## 1808 0 0.0000000
## 2013 0 0.0000000
## 2031 0 0.0000000
## 2090 0 0.0000000
## 598 0 0.0000000
## 1155 0 0.0000000
## 13581 0 0.0000000
## 1533 0 0.0000000
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## 2307 0 0.0000000
## 2498 0 0.0000000
## 5321 0 0.0000000
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## 1040 0 0.0000000
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## 2504 0 0.0000000
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## 1336 0 0.0000000
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## 2055 0 0.0000000
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## 2566 0 0.0000000
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## 365 0 0.0000000
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## 630 0 0.0000000
## 1493 0 0.0000000
## 1506 0 0.0000000
## 1514 0 0.0000000
## 1925 0 0.0000000
## 2349 0 0.0000000
## 2413 0 0.0000000
## 2629 0 0.0000000
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## 246 0 0.0000000
## 1428 0 0.0000000
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## 1503 0 0.0000000
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## 2178 0 0.0000000
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## 2128 0 0.0000000
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## 1392 0 0.0000000
## 1751 0 0.0000000
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## 2153 0 0.0000000
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## 2578 0 0.0000000
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## 1335 0 0.0000000
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## 2522 0 0.0000000
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## 333 0 0.0000000
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## 1162 0 0.0000000
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## 1111 0 0.0000000
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## 21311 0 0.0000000
## 24101 0 0.0000000
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## 638 0 0.0000000
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## 1505 0 0.0000000
## 1614 0 0.0000000
## 1927 0 0.0000000
## 2481 0 0.0000000
## 2590 0 0.0000000
## 467 0 0.0000000
## pitch_type_percentage_2_SC pitch_type_percentage_4_FO
## 479 0 0
## 532 0 0
## 1032 0 0
## 1042 0 0
## 1047 0 0
## 1964 0 0
## 2148 0 0
## 2154 0 0
## 2192 0 0
## 2241 0 0
## 447 0 0
## 490 0 0
## 496 0 0
## 923 0 0
## 1038 0 0
## 1960 0 0
## 1984 0 0
## 1996 0 0
## 2009 0 0
## 2051 0 0
## 2085 0 0
## 342 0 0
## 362 0 0
## 896 0 0
## 1195 0 0
## 1389 0 0
## 1393 0 0
## 1463 0 0
## 1767 0 0
## 2587 0 0
## 2607 0 0
## 137 0 0
## 258 0 0
## 377 0 0
## 1581 0 0
## 1640 0 0
## 2382 0 0
## 2503 0 0
## 2622 0 0
## 69 0 0
## 136 0 0
## 1101 0 0
## 1268 0 0
## 1279 0 0
## 1308 0 0
## 1324 0 0
## 1330 0 0
## 2104 0 0
## 2314 0 0
## 2381 0 0
## 55 0 0
## 1153 0 0
## 1439 0 0
## 1617 0 0
## 1653 0 0
## 1737 0 0
## 1926 0 0
## 2300 0 0
## 238 0 0
## 1077 0 0
## 1159 0 0
## 1253 0 0
## 1387 0 0
## 1450 0 0
## 1915 0 0
## 2483 0 0
## 612 0 0
## 1229 0 0
## 1231 0 0
## 1349 0 0
## 1553 0 0
## 1660 0 0
## 1663 0 0
## 1959 0 0
## 6121 0 0
## 12291 0 0
## 12311 0 0
## 13491 0 0
## 15531 0 0
## 16601 0 0
## 16631 0 0
## 19591 0 0
## 476 0 0
## 527 0 0
## 576 0 0
## 2047 0 0
## 2118 0 0
## 2133 0 0
## 2134 0 0
## 2139 0 0
## 2181 0 0
## 2190 0 0
## 2205 0 0
## 2206 0 0
## 758 0 0
## 820 0 0
## 1535 0 0
## 1546 0 0
## 1555 0 0
## 1618 0 0
## 1684 0 0
## 1740 0 0
## 1746 0 0
## 2515 0 0
## 2577 0 0
## 537 0 0
## 960 0 0
## 1068 0 0
## 12531 0 0
## 1301 0 0
## 1487 0 0
## 1508 0 0
## 1735 0 0
## 2294 0 0
## 805 0 0
## 1563 0 0
## 1576 0 0
## 1578 0 0
## 1588 0 0
## 1606 0 0
## 1644 0 0
## 1650 0 0
## 1655 0 0
## 1679 0 0
## 1698 0 0
## 1712 0 0
## 1722 0 0
## 1745 0 0
## 2562 0 0
## 366 0 0
## 389 0 0
## 424 0 0
## 1627 0 0
## 1668 0 0
## 2123 0 0
## 2146 0 0
## 21811 0 0
## 231 0 0
## 592 0 0
## 813 0 0
## 1088 0 0
## 1449 0 0
## 1670 0 0
## 1945 0 0
## 2306 0 0
## 2527 0 0
## 340 0 0
## 429 0 0
## 807 0 0
## 9231 0 0
## 1867 0 0
## 1956 0 0
## 2334 0 0
## 2450 0 0
## 372 0 0
## 412 0 0
## 775 0 0
## 1358 0 0
## 1448 0 0
## 1899 0 0
## 1939 0 0
## 2302 0 0
## 347 0 0
## 743 0 0
## 1374 0 0
## 1376 0 0
## 14871 0 0
## 1509 0 0
## 1874 0 0
## 2270 0 0
## 711 0 0
## 10421 0 0
## 1161 0 0
## 1235 0 0
## 1300 0 0
## 1320 0 0
## 2238 0 0
## 2569 0 0
## 395 0 0
## 1429 0 0
## 1440 0 0
## 1443 0 0
## 1474 0 0
## 1501 0 0
## 1502 0 0
## 1504 0 0
## 1516 0 0
## 1922 0 0
## 222 0 0
## 4791 0 0
## 1254 0 0
## 1343 0 0
## 1671 0 0
## 1705 0 0
## 1719 0 0
## 1830 0 0
## 1172 0 0
## 11951 0 0
## 1311 0 0
## 1313 0 0
## 1353 0 0
## 1360 0 0
## 1895 0 0
## 1983 0 0
## 2248 0 0
## 2357 0 0
## 226 0 0
## 480 0 0
## 845 0 0
## 1552 0 0
## 1609 0 0
## 1703 0 0
## 1728 0 0
## 2145 0 0
## 249 0 0
## 251 0 0
## 506 0 0
## 556 0 0
## 1208 0 0
## 1283 0 0
## 1284 0 0
## 2345 0 0
## 2565 0 0
## 317 0 0
## 335 0 0
## 663 0 0
## 1333 0 0
## 1475 0 0
## 19961 0 0
## 2113 0 0
## 2368 0 0
## 22 0 0
## 63 0 0
## 168 0 0
## 174 0 0
## 673 0 0
## 1177 0 0
## 1180 0 0
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## 1744 0 0
## 1759 0 0
## 2222 0 0
## 2362 0 0
## 2530 0 0
## 2600 0 0
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## 1287 0 0
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## 2246 0 0
## 2312 0 0
## 2412 0 0
## 173 0 0
## 315 0 0
## 376 0 0
## 1630 0 0
## 1646 0 0
## 1683 0 0
## 1891 0 0
## 1930 0 0
## 2007 0 0
## 2252 0 0
## 2471 0 0
## 2511 0 0
## 152 0 0
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## 1351 0 0
## 1565 0 0
## 1718 0 0
## 1808 0 0
## 2013 0 0
## 2031 0 0
## 2090 0 0
## 598 0 0
## 1155 0 0
## 13581 0 0
## 1533 0 0
## 2025 0 0
## 2035 0 0
## 2307 0 0
## 2498 0 0
## 5321 0 0
## 975 0 0
## 1040 0 0
## 1214 0 0
## 1612 0 0
## 2006 0 0
## 2338 0 0
## 2504 0 0
## 2536 0 0
## 279 0 0
## 351 0 0
## 1336 0 0
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## 1417 0 0
## 15091 0 0
## 1542 0 0
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## 365 0 0
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## 630 0 0
## 1493 0 0
## 1506 0 0
## 1514 0 0
## 1925 0 0
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## 2413 0 0
## 2629 0 0
## 48 0 0
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## 1428 0 0
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## 1503 0 0
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## 1975 0 0
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## 2341 0 0
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## 2324 0 0
## 182 0 0
## 212 0 0
## 333 0 0
## 609 0 0
## 1162 0 0
## 1286 0 0
## 1426 0 0
## 1611 0 0
## 1882 0 0
## 1958 0 0
## 2038 0 0
## 2467 0 0
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## 780 0 0
## 991 0 0
## 1305 0 0
## 1373 0 0
## 1459 0 0
## 1594 0 0
## 1860 0 0
## 613 0 0
## 1108 0 0
## 2279 0 0
## 2310 0 0
## 2333 0 0
## 2348 0 0
## 2372 0 0
## 2526 0 0
## 2574 0 0
## 111 0 0
## 1438 0 0
## 15041 0 0
## 1811 0 0
## 2092 0 0
## 2131 0 0
## 2410 0 0
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## 14381 0 0
## 15042 0 0
## 18111 0 0
## 20921 0 0
## 21311 0 0
## 24101 0 0
## 25391 0 0
## 529 0 0
## 638 0 0
## 951 0 0
## 1505 0 0
## 1614 0 0
## 1927 0 0
## 2481 0 0
## 2590 0 0
## 467 0 0
## diff_pitch_type_percentage_1_2_diff_CH
## 479 0.0434215081
## 532 -0.0357972164
## 1032 0.0599355673
## 1042 0.0491448056
## 1047 0.1219512195
## 1964 -0.0512173012
## 2148 0.0000000000
## 2154 0.0000000000
## 2192 0.0541005291
## 2241 -0.1979308974
## 447 0.0000000000
## 490 -0.2004555051
## 496 -0.0477653820
## 923 0.1043037654
## 1038 0.1013130604
## 1960 0.0000000000
## 1984 0.0000000000
## 1996 0.0000000000
## 2009 -0.0917478882
## 2051 0.0000000000
## 2085 0.0000000000
## 342 0.0687627471
## 362 0.0000000000
## 896 0.0412188914
## 1195 -0.0177959998
## 1389 0.0000000000
## 1393 0.0000000000
## 1463 -0.2639997117
## 1767 0.0098039216
## 2587 0.0000000000
## 2607 -0.0388750047
## 137 0.0496097780
## 258 -0.1084536819
## 377 -0.0425290696
## 1581 0.0000000000
## 1640 0.0000000000
## 2382 0.0000000000
## 2503 0.0000000000
## 2622 -0.0165903541
## 69 -0.0010344828
## 136 -0.0557037394
## 1101 0.0396409663
## 1268 -0.1499948511
## 1279 -0.2269247969
## 1308 0.0000000000
## 1324 0.0000000000
## 1330 -0.0888010671
## 2104 0.0000000000
## 2314 0.0000000000
## 2381 0.0000000000
## 55 -0.0244248645
## 1153 -0.0162943763
## 1439 0.0000000000
## 1617 -0.0124967480
## 1653 0.0000000000
## 1737 -0.2225427014
## 1926 -0.2122098863
## 2300 0.0000000000
## 238 0.0335659959
## 1077 -0.0045105442
## 1159 0.0000000000
## 1253 0.0000000000
## 1387 -0.2304688694
## 1450 -0.2500000000
## 1915 -0.0192219680
## 2483 0.0000000000
## 612 0.0604352777
## 1229 0.0000000000
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## 1349 -0.5360725678
## 1553 -0.0143103553
## 1660 0.0032051282
## 1663 -0.2007711845
## 1959 0.0000000000
## 6121 0.0604352777
## 12291 0.0000000000
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## 13491 -0.5360725678
## 15531 -0.0143103553
## 16601 0.0032051282
## 16631 -0.2007711845
## 19591 0.0000000000
## 476 -0.1337526977
## 527 0.0002645503
## 576 -0.0007203907
## 2047 0.0000000000
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## 2133 -0.2140928493
## 2134 0.0000000000
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## 2181 0.0000000000
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## 2205 0.0000000000
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## 1546 0.0000000000
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## 1618 0.0000000000
## 1684 0.0000000000
## 1740 -0.0645265102
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## 2515 0.0000000000
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## 537 0.0045717813
## 960 0.0196475046
## 1068 0.0527315831
## 12531 0.0000000000
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## 1487 0.0000000000
## 1508 0.0000000000
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## 2294 0.0000000000
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## 1563 -0.0112433862
## 1576 0.0000000000
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## 1606 -0.3086641408
## 1644 0.0000000000
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## 1655 0.0000000000
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## 1698 -0.1433315047
## 1712 0.0000000000
## 1722 -0.0127466915
## 1745 -0.2004886688
## 2562 -0.2917099532
## 366 0.0357975432
## 389 -0.2438503395
## 424 0.0000000000
## 1627 0.0000000000
## 1668 -0.0009765625
## 2123 0.0000000000
## 2146 -0.0140185305
## 21811 0.0000000000
## 231 -0.1720938710
## 592 -0.2611478721
## 813 -0.1445012788
## 1088 0.1026512188
## 1449 -0.1430247649
## 1670 -0.1443659039
## 1945 0.0000000000
## 2306 -0.1176470588
## 2527 -0.1810114794
## 340 -0.0731413438
## 429 -0.0103063577
## 807 0.0454816756
## 9231 0.1043037654
## 1867 -0.3431372549
## 1956 -0.0044893378
## 2334 0.0000000000
## 2450 -0.3831070685
## 372 0.0179400873
## 412 0.0077338820
## 775 0.0363666321
## 1358 -0.5000000000
## 1448 -0.1692434094
## 1899 0.0021505376
## 1939 0.0000000000
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## 1374 0.0000000000
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## 14871 0.0000000000
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## 1874 0.0000000000
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## 711 0.0914261671
## 10421 0.0491448056
## 1161 0.0000000000
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## 1300 0.0000000000
## 1320 -0.2563242760
## 2238 -0.1791508552
## 2569 -0.0057908318
## 395 -0.5087233288
## 1429 -0.0854112679
## 1440 0.0000000000
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## 1474 0.0000000000
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## 1502 0.0000000000
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## 1922 0.0000000000
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## 4791 0.0434215081
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## 1343 0.0000000000
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## 1705 0.0000000000
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## 1353 -0.6484251619
## 1360 -0.0379938741
## 1895 -0.0411234688
## 1983 0.0000000000
## 2248 -0.1314064242
## 2357 -0.2770660552
## 226 -0.0932006745
## 480 0.0102422772
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## 1552 -0.0176190476
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## 1180 0.0000000000
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## 1744 0.0000000000
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## 2530 0.0000000000
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## 1445 -0.0588235294
## 19561 -0.0044893378
## 2229 -0.1515559396
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## 2412 -0.1713462986
## 173 -0.0214093909
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## 1683 0.0000000000
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## 2511 0.0000000000
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## 1808 0.0000000000
## 2013 -0.0836695917
## 2031 0.0000000000
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## 975 0.1120147410
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## 2578 0.0000000000
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## 1975 0.0000000000
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## diff_pitch_type_percentage_2_3_diff_FC
## 479 -0.084760132
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## diff_pitch_type_percentage_2_3_diff_EP
## 479 0
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## 2238 0 0.34814352
## 2569 0 0.30587436
## 395 0 0.28118817
## 1429 0 0.28184583
## 1440 0 0.09700000
## 1443 0 0.27314328
## 1474 0 0.35314753
## 1501 0 0.34888073
## 1502 0 0.25227990
## 1504 0 0.26427143
## 1516 0 0.28428857
## 1922 0 0.30877381
## 222 0 0.26620569
## 4791 0 0.32028611
## 1254 0 0.28341074
## 1343 0 0.18300000
## 1671 0 0.34444118
## 1705 0 0.23427525
## 1719 0 0.26514288
## 1830 0 0.23702083
## 1172 0 0.32186154
## 11951 0 0.28789814
## 1311 0 0.31200337
## 1313 0 0.28139321
## 1353 0 0.23761954
## 1360 0 0.35213671
## 1895 0 0.30673852
## 1983 0 0.61531429
## 2248 0 0.37637907
## 2357 0 0.24406781
## 226 0 0.32552179
## 480 0 0.25626200
## 845 0 0.31733829
## 1552 0 0.46117857
## 1609 0 0.25637810
## 1703 0 0.33575000
## 1728 0 0.29530530
## 2145 0 0.28060000
## 249 0 0.27648611
## 251 0 0.28636847
## 506 0 0.31584963
## 556 0 0.32998413
## 1208 0 0.26793714
## 1283 0 0.29204617
## 1284 0 0.29332954
## 2345 0 0.32746498
## 2565 0 0.31537840
## 317 0 0.21497778
## 335 0 0.25548208
## 663 0 0.31704444
## 1333 0 0.27237196
## 1475 0 0.20775333
## 19961 0 0.40695238
## 2113 0 0.21478023
## 2368 0 0.27567727
## 22 0 0.28807887
## 63 0 0.24928981
## 168 0 0.31258480
## 174 0 0.23881190
## 673 0 0.29955923
## 1177 0 0.29360316
## 1180 0 0.22122804
## 1260 0 0.47909345
## 1744 0 0.34776389
## 1759 0 0.29229581
## 2222 0 0.27078043
## 2362 0 0.34780011
## 2530 0 0.33834028
## 2600 0 0.22842648
## 2641 0 0.30350316
## 7581 0 0.29428949
## 1178 0 0.30022030
## 1287 0 0.26357255
## 1445 0 0.51716667
## 19561 0 0.52654074
## 2229 0 0.41943810
## 2246 0 0.34523958
## 2312 0 0.33583281
## 2412 0 0.31492454
## 173 0 0.28127797
## 315 0 0.24457222
## 376 0 0.24071647
## 1630 0 0.27300000
## 1646 0 0.33448750
## 1683 0 0.28126923
## 1891 0 0.29530918
## 1930 0 0.30244218
## 2007 0 0.23968782
## 2252 0 0.32729167
## 2471 0 0.35584927
## 2511 0 0.40507475
## 152 0 0.29899972
## 307 0 0.23562673
## 414 0 0.26196283
## 1185 0 0.27771312
## 1331 0 0.30326383
## 1351 0 0.23650000
## 1565 0 0.44354286
## 1718 0 0.47140000
## 1808 0 0.31691667
## 2013 0 0.28067372
## 2031 0 0.34717857
## 2090 0 0.41018078
## 598 0 0.31882996
## 1155 0 0.30826806
## 13581 0 0.32550000
## 1533 0 0.30197481
## 2025 0 0.27242502
## 2035 0 0.30599658
## 2307 0 0.25595326
## 2498 0 0.37600056
## 5321 0 0.35553492
## 975 0 0.31035844
## 1040 0 0.22238889
## 1214 0 0.35188013
## 1612 0 0.38150000
## 2006 0 0.45859365
## 2338 0 0.26803301
## 2504 0 0.33601143
## 2536 0 0.28600000
## 279 0 0.24035456
## 351 0 0.29184964
## 1336 0 0.46980208
## 13492 0 0.30512032
## 1356 0 0.29165378
## 1417 0 0.23178571
## 15091 0 0.25545833
## 1542 0 0.21137139
## 2055 0 0.30532948
## 2273 0 0.31166667
## 2499 0 0.28681784
## 2566 0 0.47210000
## 51 0 0.33065014
## 365 0 0.35252125
## 552 0 0.27995685
## 630 0 0.26027867
## 1493 0 0.39850000
## 1506 0 0.21653514
## 1514 0 0.00000000
## 1925 0 0.30325092
## 2349 0 0.32251819
## 2413 0 0.27700000
## 2629 0 0.28872321
## 48 0 0.26036875
## 246 0 0.22376444
## 1428 0 0.32644444
## 14872 0 0.37288274
## 1503 0 0.36388952
## 16981 0 0.33049431
## 1700 0 0.28256425
## 2169 0 0.71775000
## 2178 0 0.29149807
## 2626 0 0.27859493
## 3951 0 0.28118817
## 1270 0 0.45800000
## 1315 0 0.37149127
## 1381 0 0.19886429
## 16531 0 0.41250000
## 1661 0 0.35580135
## 2027 0 0.28504856
## 2128 0 0.28512187
## 1220 0 0.40899048
## 1369 0 0.36960000
## 1392 0 0.28304898
## 1751 0 0.28523243
## 1988 0 0.28697313
## 2153 0 0.28060859
## 2167 0 0.38527794
## 2437 0 0.34662732
## 2454 0 0.27537571
## 2578 0 0.23173793
## 1097 0 0.27366852
## 1209 0 0.61050000
## 1335 0 0.29530357
## 1975 0 0.26986003
## 2187 0 0.25816021
## 2259 0 0.55427778
## 2341 0 0.39826071
## 2453 0 0.24433478
## 2522 0 0.35592940
## 574 0 0.31887472
## 590 0 0.28551590
## 983 0 0.29410616
## 1013 0 0.29543173
## 2076 0 0.42242917
## 2158 0 0.30100000
## 2177 0 0.39472302
## 2324 0 0.32625180
## 182 0 0.30525669
## 212 0 0.30771124
## 333 0 0.26028502
## 609 0 0.39385452
## 1162 0 0.27819184
## 1286 0 0.24865757
## 1426 0 0.28160063
## 1611 0 0.30925556
## 1882 0 0.28908816
## 1958 0 0.24326559
## 2038 0 0.30505263
## 2467 0 0.29131799
## 756 0 0.45055556
## 780 0 0.28947326
## 991 0 0.34000402
## 1305 0 0.30869691
## 1373 0 0.54557143
## 1459 0 0.33803582
## 1594 0 0.38822222
## 1860 0 0.33070646
## 613 0 0.35537037
## 1108 0 0.20897917
## 2279 0 0.41719048
## 2310 0 0.30833333
## 2333 0 0.30828553
## 2348 0 0.35190547
## 2372 0 0.32120056
## 2526 0 0.44083333
## 2574 0 0.27126667
## 111 0 0.33159259
## 1438 0 0.31162951
## 15041 0 0.26427143
## 1811 0 0.49580556
## 2092 0 0.29607333
## 2131 0 0.40973611
## 2410 0 0.47066667
## 2539 0 0.27191919
## 1111 0 0.33159259
## 14381 0 0.31162951
## 15042 0 0.26427143
## 18111 0 0.49580556
## 20921 0 0.29607333
## 21311 0 0.40973611
## 24101 0 0.47066667
## 25391 0 0.27191919
## 529 0 0.32796655
## 638 0 0.26480921
## 951 0 0.23068889
## 1505 0 0.26480982
## 1614 0 0.34355937
## 1927 0 0.33092928
## 2481 0 0.29537782
## 2590 0 0.24663786
## 467 0 0.21675000
## xwoba_times_faced_2 xwoba_times_faced_3 xwoba_times_faced_4
## 479 0.28432589 0.0090000 NA
## 532 0.33595000 NA NA
## 1032 0.31768707 0.3396179 0.0947500
## 1042 0.22387500 0.3414107 NA
## 1047 0.19200000 0.6630000 NA
## 1964 NA NA NA
## 2148 NA NA NA
## 2154 NA NA NA
## 2192 0.10366667 NA NA
## 2241 0.05700000 NA NA
## 447 0.33032747 0.3533400 NA
## 490 0.32619120 0.5181389 NA
## 496 0.41530714 0.5522786 NA
## 923 0.34908542 0.3601333 NA
## 1038 0.28838384 0.3202833 0.3503750
## 1960 NA NA NA
## 1984 0.47040000 NA NA
## 1996 NA NA NA
## 2009 NA NA NA
## 2051 NA NA NA
## 2085 0.37975000 NA NA
## 342 0.35765608 0.6465722 NA
## 362 0.31624392 0.3061622 0.2895000
## 896 0.38354167 0.4846786 0.0840000
## 1195 NA NA NA
## 1389 NA NA NA
## 1393 NA NA NA
## 1463 NA NA NA
## 1767 0.22080000 NA NA
## 2587 0.41500000 NA NA
## 2607 NA NA NA
## 137 0.36874515 0.2885323 0.0310000
## 258 0.28861111 NA NA
## 377 0.35299306 0.2221667 NA
## 1581 NA NA NA
## 1640 NA NA NA
## 2382 NA NA NA
## 2503 NA NA NA
## 2622 NA NA NA
## 69 0.54100000 NA NA
## 136 0.27857000 NA NA
## 1101 0.34483507 0.4191147 0.5047917
## 1268 0.41300000 NA NA
## 1279 NA NA NA
## 1308 NA NA NA
## 1324 NA NA NA
## 1330 NA NA NA
## 2104 NA NA NA
## 2314 NA NA NA
## 2381 NA NA NA
## 55 0.37194583 0.4015449 0.3926667
## 1153 NA NA NA
## 1439 NA NA NA
## 1617 0.04200000 NA NA
## 1653 NA NA NA
## 1737 NA NA NA
## 1926 NA NA NA
## 2300 0.00000000 NA NA
## 238 0.28744373 0.3279511 NA
## 1077 0.35115822 0.3735192 0.3640000
## 1159 NA NA NA
## 1253 NA NA NA
## 1387 NA NA NA
## 1450 NA NA NA
## 1915 NA NA NA
## 2483 NA NA NA
## 612 0.38529299 0.4247100 NA
## 1229 0.38050000 NA NA
## 1231 NA NA NA
## 1349 0.40344444 NA NA
## 1553 NA NA NA
## 1660 0.23188889 NA NA
## 1663 0.63400000 NA NA
## 1959 NA NA NA
## 6121 0.38529299 0.4247100 NA
## 12291 0.38050000 NA NA
## 12311 NA NA NA
## 13491 0.40344444 NA NA
## 15531 NA NA NA
## 16601 0.23188889 NA NA
## 16631 0.63400000 NA NA
## 19591 NA NA NA
## 476 0.04500000 NA NA
## 527 0.43107235 0.2104133 NA
## 576 0.33933333 NA NA
## 2047 NA NA NA
## 2118 NA NA NA
## 2133 0.30150000 NA NA
## 2134 NA NA NA
## 2139 NA NA NA
## 2181 NA NA NA
## 2190 0.62966095 NA NA
## 2205 NA NA NA
## 2206 0.78965238 NA NA
## 758 0.26567992 0.3132254 0.2495667
## 820 0.34887985 0.3776138 0.0050000
## 1535 NA NA NA
## 1546 NA NA NA
## 1555 0.67325000 NA NA
## 1618 NA NA NA
## 1684 NA NA NA
## 1740 NA NA NA
## 1746 NA NA NA
## 2515 0.23146667 NA NA
## 2577 NA NA NA
## 537 0.35862167 0.3513889 NA
## 960 0.34709668 0.3365276 0.4095000
## 1068 0.39298843 0.2503667 NA
## 12531 NA NA NA
## 1301 0.34604583 NA NA
## 1487 NA NA NA
## 1508 NA NA NA
## 1735 NA NA NA
## 2294 NA NA NA
## 805 0.22055556 0.6856000 NA
## 1563 NA NA NA
## 1576 NA NA NA
## 1578 NA NA NA
## 1588 NA NA NA
## 1606 NA NA NA
## 1644 NA NA NA
## 1650 NA NA NA
## 1655 NA NA NA
## 1679 NA NA NA
## 1698 NA NA NA
## 1712 NA NA NA
## 1722 NA NA NA
## 1745 NA NA NA
## 2562 0.89508333 NA NA
## 366 0.31972685 0.4353038 0.8120000
## 389 NA NA NA
## 424 0.07100000 NA NA
## 1627 NA NA NA
## 1668 NA NA NA
## 2123 NA NA NA
## 2146 0.11700000 NA NA
## 21811 NA NA NA
## 231 0.48860000 NA NA
## 592 0.45042063 0.1178333 NA
## 813 0.40700000 0.4664444 NA
## 1088 0.31765432 0.2325833 NA
## 1449 NA NA NA
## 1670 0.32350000 NA NA
## 1945 NA NA NA
## 2306 NA NA NA
## 2527 0.26400000 NA NA
## 340 NA NA NA
## 429 0.33348119 0.3039717 NA
## 807 0.20420455 0.5422726 NA
## 9231 0.34908542 0.3601333 NA
## 1867 NA NA NA
## 1956 0.57175000 NA NA
## 2334 NA NA NA
## 2450 NA NA NA
## 372 0.34066718 0.3672264 0.5892222
## 412 0.51234375 0.2080000 NA
## 775 0.55894444 NA NA
## 1358 NA NA NA
## 1448 NA NA NA
## 1899 0.39620000 NA NA
## 1939 NA NA NA
## 2302 NA NA NA
## 347 NA NA NA
## 743 0.30209079 0.3547861 0.2949854
## 1374 NA NA NA
## 1376 NA NA NA
## 14871 NA NA NA
## 1509 NA NA NA
## 1874 NA NA NA
## 2270 NA NA NA
## 711 0.28062454 0.3130847 0.2147500
## 10421 0.22387500 0.3414107 NA
## 1161 0.21400000 NA NA
## 1235 NA NA NA
## 1300 NA NA NA
## 1320 NA NA NA
## 2238 NA NA NA
## 2569 0.06700000 NA NA
## 395 0.35443750 NA NA
## 1429 NA NA NA
## 1440 NA NA NA
## 1443 0.10800000 NA NA
## 1474 0.08500000 NA NA
## 1501 NA NA NA
## 1502 NA NA NA
## 1504 NA NA NA
## 1516 NA NA NA
## 1922 NA NA NA
## 222 NA NA NA
## 4791 0.28432589 0.0090000 NA
## 1254 NA NA NA
## 1343 NA NA NA
## 1671 0.51230000 NA NA
## 1705 NA NA NA
## 1719 NA NA NA
## 1830 NA NA NA
## 1172 NA NA NA
## 11951 NA NA NA
## 1311 NA NA NA
## 1313 NA NA NA
## 1353 NA NA NA
## 1360 NA NA NA
## 1895 0.49571429 NA NA
## 1983 NA NA NA
## 2248 0.28300000 NA NA
## 2357 NA NA NA
## 226 NA NA NA
## 480 0.34642677 0.4755440 0.3570000
## 845 0.35158274 0.3054421 0.3715000
## 1552 NA NA NA
## 1609 0.00000000 NA NA
## 1703 NA NA NA
## 1728 NA NA NA
## 2145 NA NA NA
## 249 0.22067315 0.2683012 NA
## 251 0.24533333 NA NA
## 506 0.37271373 0.3796400 NA
## 556 0.36899537 0.2870000 NA
## 1208 NA NA NA
## 1283 NA NA NA
## 1284 NA NA NA
## 2345 0.00000000 NA NA
## 2565 NA NA NA
## 317 0.21946296 0.2812476 NA
## 335 NA NA NA
## 663 0.30072407 0.4556528 0.2680000
## 1333 0.61766667 NA NA
## 1475 NA NA NA
## 19961 NA NA NA
## 2113 0.70000000 NA NA
## 2368 0.31544444 0.2842500 0.1275000
## 22 NA NA NA
## 63 NA NA NA
## 168 0.28633571 0.3771369 NA
## 174 NA NA NA
## 673 0.40245926 0.3546667 NA
## 1177 NA NA NA
## 1180 NA NA NA
## 1260 NA NA NA
## 1744 0.86650000 NA NA
## 1759 0.01600000 NA NA
## 2222 0.21800000 NA NA
## 2362 0.26000000 NA NA
## 2530 0.09100000 NA NA
## 2600 NA NA NA
## 2641 0.22512963 0.2415000 NA
## 7581 0.26567992 0.3132254 0.2495667
## 1178 NA NA NA
## 1287 0.11600000 NA NA
## 1445 NA NA NA
## 19561 0.57175000 NA NA
## 2229 0.21800000 0.4212500 NA
## 2246 0.23400000 NA NA
## 2312 0.30040000 NA NA
## 2412 NA NA NA
## 173 0.31658095 0.1553333 NA
## 315 0.21017429 0.2991449 NA
## 376 0.85900000 NA NA
## 1630 NA NA NA
## 1646 0.81300000 NA NA
## 1683 NA NA NA
## 1891 0.10500000 NA NA
## 1930 NA NA NA
## 2007 NA NA NA
## 2252 0.00000000 NA NA
## 2471 0.00000000 NA NA
## 2511 0.29150000 NA NA
## 152 0.06700000 NA NA
## 307 NA NA NA
## 414 NA NA NA
## 1185 NA NA NA
## 1331 NA NA NA
## 1351 NA NA NA
## 1565 NA NA NA
## 1718 NA NA NA
## 1808 NA NA NA
## 2013 0.18950000 NA NA
## 2031 NA NA NA
## 2090 0.47050000 NA NA
## 598 0.36680903 0.5051429 NA
## 1155 NA NA NA
## 13581 NA NA NA
## 1533 0.00000000 NA NA
## 2025 NA NA NA
## 2035 NA NA NA
## 2307 NA NA NA
## 2498 0.25507778 0.5370000 NA
## 5321 0.33595000 NA NA
## 975 0.28676870 0.2477480 0.2650000
## 1040 0.40557407 0.5339375 NA
## 1214 0.00000000 NA NA
## 1612 NA NA NA
## 2006 NA NA NA
## 2338 NA NA NA
## 2504 NA NA NA
## 2536 0.16300000 NA NA
## 279 NA NA NA
## 351 0.21475000 NA NA
## 1336 NA NA NA
## 13492 0.40344444 NA NA
## 1356 NA NA NA
## 1417 0.70000000 NA NA
## 15091 NA NA NA
## 1542 NA NA NA
## 2055 NA NA NA
## 2273 NA NA NA
## 2499 0.24833333 NA NA
## 2566 NA NA NA
## 51 0.33202169 0.4405298 NA
## 365 0.37587762 0.4183718 0.0070000
## 552 NA NA NA
## 630 0.29479514 0.2514167 NA
## 1493 NA NA NA
## 1506 NA NA NA
## 1514 NA NA NA
## 1925 NA NA NA
## 2349 NA NA NA
## 2413 NA NA NA
## 2629 0.26742917 NA NA
## 48 NA NA NA
## 246 NA NA NA
## 1428 NA NA NA
## 14872 NA NA NA
## 1503 NA NA NA
## 16981 NA NA NA
## 1700 NA NA NA
## 2169 NA NA NA
## 2178 NA NA NA
## 2626 NA NA NA
## 3951 0.35443750 NA NA
## 1270 NA NA NA
## 1315 NA NA NA
## 1381 NA NA NA
## 16531 NA NA NA
## 1661 NA NA NA
## 2027 NA NA NA
## 2128 NA NA NA
## 1220 NA NA NA
## 1369 NA NA NA
## 1392 0.49800000 NA NA
## 1751 NA NA NA
## 1988 NA NA NA
## 2153 0.33800000 NA NA
## 2167 0.91500000 NA NA
## 2437 0.45462500 NA NA
## 2454 NA NA NA
## 2578 NA NA NA
## 1097 0.30493176 0.3955788 0.1510000
## 1209 NA NA NA
## 1335 NA NA NA
## 1975 NA NA NA
## 2187 NA NA NA
## 2259 NA NA NA
## 2341 NA NA NA
## 2453 NA NA NA
## 2522 NA NA NA
## 574 0.34635138 0.2322526 NA
## 590 0.26566176 NA NA
## 983 0.28415668 0.3385111 0.3962000
## 1013 0.34139423 0.3178414 0.3315000
## 2076 NA NA NA
## 2158 NA NA NA
## 2177 0.09500000 NA NA
## 2324 NA NA NA
## 182 0.24800000 NA NA
## 212 0.00000000 NA NA
## 333 0.33602399 0.4146834 NA
## 609 0.33420533 0.3666013 0.3420000
## 1162 0.00000000 NA NA
## 1286 NA NA NA
## 1426 NA NA NA
## 1611 0.23943750 NA NA
## 1882 0.10500000 NA NA
## 1958 NA NA NA
## 2038 NA NA NA
## 2467 NA NA NA
## 756 0.49400000 NA NA
## 780 0.32983611 0.3414088 NA
## 991 0.34174521 0.3396598 0.2474167
## 1305 0.05700000 NA NA
## 1373 NA NA NA
## 1459 NA NA NA
## 1594 NA NA NA
## 1860 NA NA NA
## 613 0.48145833 0.5135000 NA
## 1108 0.31156746 0.2031315 0.4640000
## 2279 NA NA NA
## 2310 NA NA NA
## 2333 0.00900000 NA NA
## 2348 0.80400000 NA NA
## 2372 NA NA NA
## 2526 NA NA NA
## 2574 NA NA NA
## 111 0.29575417 0.2571667 NA
## 1438 0.08083333 NA NA
## 15041 NA NA NA
## 1811 NA NA NA
## 2092 NA NA NA
## 2131 NA NA NA
## 2410 NA NA NA
## 2539 NA NA NA
## 1111 0.29575417 0.2571667 NA
## 14381 0.08083333 NA NA
## 15042 NA NA NA
## 18111 NA NA NA
## 20921 NA NA NA
## 21311 NA NA NA
## 24101 NA NA NA
## 25391 NA NA NA
## 529 NA NA NA
## 638 NA NA NA
## 951 0.28019722 0.4736250 NA
## 1505 NA NA NA
## 1614 NA NA NA
## 1927 0.22837500 NA NA
## 2481 0.00000000 NA NA
## 2590 NA NA NA
## 467 0.32347361 0.2923472 NA
## xwoba_times_faced_5 xwoba_faced_diff_1_2 xwoba_faced_diff_2_3
## 479 NA -0.0359602183 -0.275325893
## 532 NA -0.0195849206 NA
## 1032 NA 0.0214707465 0.021930857
## 1042 NA -0.0911750000 0.117535714
## 1047 NA -0.1493333333 0.471000000
## 1964 NA NA NA
## 2148 NA NA NA
## 2154 NA NA NA
## 2192 NA -0.2016527778 NA
## 2241 NA -0.2495983245 NA
## 447 NA 0.0243406966 0.023012531
## 490 NA 0.0166987536 0.191947685
## 496 NA 0.0899614638 0.136971429
## 923 NA 0.0418354167 0.011047917
## 1038 NA -0.0132368687 0.031899476
## 1960 NA NA NA
## 1984 NA 0.0938000000 NA
## 1996 NA NA NA
## 2009 NA NA NA
## 2051 NA NA NA
## 2085 NA 0.0629370851 NA
## 342 NA -0.0975708995 0.288916138
## 362 NA -0.0003070259 -0.010081741
## 896 NA 0.0300972222 0.101136905
## 1195 NA NA NA
## 1389 NA NA NA
## 1393 NA NA NA
## 1463 NA NA NA
## 1767 NA -0.0190917027 NA
## 2587 NA 0.1226076389 NA
## 2607 NA NA NA
## 137 NA 0.0297729243 -0.080212871
## 258 NA 0.0224965797 NA
## 377 NA 0.0187581349 -0.130826389
## 1581 NA NA NA
## 1640 NA NA NA
## 2382 NA NA NA
## 2503 NA NA NA
## 2622 NA NA NA
## 69 NA 0.2444211971 NA
## 136 NA -0.0159692999 NA
## 1101 NA -0.0364118924 0.074279639
## 1268 NA 0.1149227613 NA
## 1279 NA NA NA
## 1308 NA NA NA
## 1324 NA NA NA
## 1330 NA NA NA
## 2104 NA NA NA
## 2314 NA NA NA
## 2381 NA NA NA
## 55 NA 0.0727116579 0.029599078
## 1153 NA NA NA
## 1439 NA NA NA
## 1617 NA -0.2361480223 NA
## 1653 NA NA NA
## 1737 NA NA NA
## 1926 NA NA NA
## 2300 NA -0.3435000000 NA
## 238 NA -0.0574368280 0.040507378
## 1077 NA 0.0973494213 0.022361017
## 1159 NA NA NA
## 1253 NA NA NA
## 1387 NA NA NA
## 1450 NA NA NA
## 1915 NA NA NA
## 2483 NA NA NA
## 612 NA 0.0377744709 0.039417011
## 1229 NA -0.0177777778 NA
## 1231 NA NA NA
## 1349 NA 0.0983241213 NA
## 1553 NA NA NA
## 1660 NA -0.0531848309 NA
## 1663 NA 0.3789054945 NA
## 1959 NA NA NA
## 6121 NA 0.0377744709 0.039417011
## 12291 NA -0.0177777778 NA
## 12311 NA NA NA
## 13491 NA 0.0983241213 NA
## 15531 NA NA NA
## 16601 NA -0.0531848309 NA
## 16631 NA 0.3789054945 NA
## 19591 NA NA NA
## 476 NA -0.2645749320 NA
## 527 NA 0.1245314600 -0.220659013
## 576 NA -0.0062825198 NA
## 2047 NA NA NA
## 2118 NA NA NA
## 2133 NA -0.0125831905 NA
## 2134 NA NA NA
## 2139 NA NA NA
## 2181 NA NA NA
## 2190 NA 0.2841720635 NA
## 2205 NA NA NA
## 2206 NA 0.4677922336 NA
## 758 NA -0.0286095685 0.047545455
## 820 NA 0.0092592740 0.028733959
## 1535 NA NA NA
## 1546 NA NA NA
## 1555 NA 0.4173311141 NA
## 1618 NA NA NA
## 1684 NA NA NA
## 1740 NA NA NA
## 1746 NA NA NA
## 2515 NA -0.0796138322 NA
## 2577 NA NA NA
## 537 NA -0.0169561111 -0.007232778
## 960 NA 0.0709133478 -0.010569089
## 1068 NA 0.0718773148 -0.142621759
## 12531 NA NA NA
## 1301 NA 0.0468631519 NA
## 1487 NA NA NA
## 1508 NA NA NA
## 1735 NA NA NA
## 2294 NA NA NA
## 805 NA -0.0373333333 0.465044444
## 1563 NA NA NA
## 1576 NA NA NA
## 1578 NA NA NA
## 1588 NA NA NA
## 1606 NA NA NA
## 1644 NA NA NA
## 1650 NA NA NA
## 1655 NA NA NA
## 1679 NA NA NA
## 1698 NA NA NA
## 1712 NA NA NA
## 1722 NA NA NA
## 1745 NA NA NA
## 2562 NA 0.5399895125 NA
## 366 NA -0.0429993934 0.115576949
## 389 NA NA NA
## 424 NA -0.1750446208 NA
## 1627 NA NA NA
## 1668 NA NA NA
## 2123 NA NA NA
## 2146 NA -0.1598632479 NA
## 21811 NA NA NA
## 231 NA 0.2888388889 NA
## 592 NA 0.1579250882 -0.332587302
## 813 NA 0.0076666667 0.059444444
## 1088 NA -0.0595015432 -0.085070988
## 1449 NA NA NA
## 1670 NA 0.0010675303 NA
## 1945 NA NA NA
## 2306 NA NA NA
## 2527 NA -0.0474277269 NA
## 340 NA NA NA
## 429 0.00 0.0316214150 -0.029509520
## 807 NA 0.0133358586 0.338068074
## 9231 NA 0.0418354167 0.011047917
## 1867 NA NA NA
## 1956 NA 0.0452092593 NA
## 2334 NA NA NA
## 2450 NA NA NA
## 372 NA -0.0047892801 0.026559232
## 412 NA 0.1342485560 -0.304343750
## 775 NA 0.2279444444 NA
## 1358 NA NA NA
## 1448 NA NA NA
## 1899 NA 0.1874222222 NA
## 1939 NA NA NA
## 2302 NA NA NA
## 347 NA NA NA
## 743 0.35 0.0502820423 0.052695322
## 1374 NA NA NA
## 1376 NA NA NA
## 14871 NA NA NA
## 1509 NA NA NA
## 1874 NA NA NA
## 2270 NA NA NA
## 711 NA 0.0166660185 0.032460165
## 10421 NA -0.0911750000 0.117535714
## 1161 NA -0.0700140005 NA
## 1235 NA NA NA
## 1300 NA NA NA
## 1320 NA NA NA
## 2238 NA NA NA
## 2569 NA -0.2388743560 NA
## 395 NA 0.0732493339 NA
## 1429 NA NA NA
## 1440 NA NA NA
## 1443 NA -0.1651432839 NA
## 1474 NA -0.2681475268 NA
## 1501 NA NA NA
## 1502 NA NA NA
## 1504 NA NA NA
## 1516 NA NA NA
## 1922 NA NA NA
## 222 NA NA NA
## 4791 NA -0.0359602183 -0.275325893
## 1254 NA NA NA
## 1343 NA NA NA
## 1671 NA 0.1678588152 NA
## 1705 NA NA NA
## 1719 NA NA NA
## 1830 NA NA NA
## 1172 NA NA NA
## 11951 NA NA NA
## 1311 NA NA NA
## 1313 NA NA NA
## 1353 NA NA NA
## 1360 NA NA NA
## 1895 NA 0.1889757672 NA
## 1983 NA NA NA
## 2248 NA -0.0933790675 NA
## 2357 NA NA NA
## 226 NA NA NA
## 480 NA 0.0901647695 0.129117201
## 845 NA 0.0342444444 -0.046140592
## 1552 NA NA NA
## 1609 NA -0.2563781030 NA
## 1703 NA NA NA
## 1728 NA NA NA
## 2145 NA NA NA
## 249 NA -0.0558129630 0.047628042
## 251 NA -0.0410351361 NA
## 506 NA 0.0568640996 0.006926313
## 556 NA 0.0390112434 -0.081995370
## 1208 NA NA NA
## 1283 NA NA NA
## 1284 NA NA NA
## 2345 NA -0.3274649826 NA
## 2565 NA NA NA
## 317 NA 0.0044851852 0.061784656
## 335 NA NA NA
## 663 NA -0.0163203704 0.154928704
## 1333 NA 0.3452947090 NA
## 1475 NA NA NA
## 19961 NA NA NA
## 2113 NA 0.4852197691 NA
## 2368 NA 0.0397671717 -0.031194444
## 22 NA NA NA
## 63 NA NA NA
## 168 NA -0.0262490810 0.090801190
## 174 NA NA NA
## 673 NA 0.1029000331 -0.047792593
## 1177 NA NA NA
## 1180 NA NA NA
## 1260 NA NA NA
## 1744 NA 0.5187361111 NA
## 1759 NA -0.2762958063 NA
## 2222 NA -0.0527804278 NA
## 2362 NA -0.0878001082 NA
## 2530 NA -0.2473402778 NA
## 2600 NA NA NA
## 2641 NA -0.0783735269 0.016370370
## 7581 NA -0.0286095685 0.047545455
## 1178 NA NA NA
## 1287 NA -0.1475725500 NA
## 1445 NA NA NA
## 19561 NA 0.0452092593 NA
## 2229 NA -0.2014380952 0.203250000
## 2246 NA -0.1112395833 NA
## 2312 NA -0.0354328125 NA
## 2412 NA NA NA
## 173 NA 0.0353029819 -0.161247619
## 315 NA -0.0343979365 0.088970600
## 376 NA 0.6182835253 NA
## 1630 NA NA NA
## 1646 NA 0.4785125000 NA
## 1683 NA NA NA
## 1891 NA -0.1903091787 NA
## 1930 NA NA NA
## 2007 NA NA NA
## 2252 NA -0.3272916667 NA
## 2471 NA -0.3558492674 NA
## 2511 NA -0.1135747475 NA
## 152 NA -0.2319997199 NA
## 307 NA NA NA
## 414 NA NA NA
## 1185 NA NA NA
## 1331 NA NA NA
## 1351 NA NA NA
## 1565 NA NA NA
## 1718 NA NA NA
## 1808 NA NA NA
## 2013 NA -0.0911737165 NA
## 2031 NA NA NA
## 2090 NA 0.0603192240 NA
## 598 NA 0.0479790675 0.138333829
## 1155 NA NA NA
## 13581 NA NA NA
## 1533 NA -0.3019748110 NA
## 2025 NA NA NA
## 2035 NA NA NA
## 2307 NA NA NA
## 2498 NA -0.1209227778 0.281922222
## 5321 NA -0.0195849206 NA
## 975 NA -0.0235897436 -0.039020648
## 1040 NA 0.1831851852 0.128363426
## 1214 NA -0.3518801282 NA
## 1612 NA NA NA
## 2006 NA NA NA
## 2338 NA NA NA
## 2504 NA NA NA
## 2536 NA -0.1230000000 NA
## 279 NA NA NA
## 351 NA -0.0770996392 NA
## 1336 NA NA NA
## 13492 NA 0.0983241213 NA
## 1356 NA NA NA
## 1417 NA 0.4682142857 NA
## 15091 NA NA NA
## 1542 NA NA NA
## 2055 NA NA NA
## 2273 NA NA NA
## 2499 NA -0.0384845066 NA
## 2566 NA NA NA
## 51 NA 0.0013715507 0.108508069
## 365 NA 0.0233563735 0.042494162
## 552 NA NA NA
## 630 NA 0.0345164683 -0.043378472
## 1493 NA NA NA
## 1506 NA NA NA
## 1514 NA NA NA
## 1925 NA NA NA
## 2349 NA NA NA
## 2413 NA NA NA
## 2629 NA -0.0212940397 NA
## 48 NA NA NA
## 246 NA NA NA
## 1428 NA NA NA
## 14872 NA NA NA
## 1503 NA NA NA
## 16981 NA NA NA
## 1700 NA NA NA
## 2169 NA NA NA
## 2178 NA NA NA
## 2626 NA NA NA
## 3951 NA 0.0732493339 NA
## 1270 NA NA NA
## 1315 NA NA NA
## 1381 NA NA NA
## 16531 NA NA NA
## 1661 NA NA NA
## 2027 NA NA NA
## 2128 NA NA NA
## 1220 NA NA NA
## 1369 NA NA NA
## 1392 NA 0.2149510163 NA
## 1751 NA NA NA
## 1988 NA NA NA
## 2153 NA 0.0573914079 NA
## 2167 NA 0.5297220635 NA
## 2437 NA 0.1079976757 NA
## 2454 NA NA NA
## 2578 NA NA NA
## 1097 NA 0.0312632448 0.090647086
## 1209 NA NA NA
## 1335 NA NA NA
## 1975 NA NA NA
## 2187 NA NA NA
## 2259 NA NA NA
## 2341 NA NA NA
## 2453 NA NA NA
## 2522 NA NA NA
## 574 NA 0.0274766562 -0.114098821
## 590 NA -0.0198541348 NA
## 983 NA -0.0099494792 0.054354390
## 1013 NA 0.0459625000 -0.023552788
## 2076 NA NA NA
## 2158 NA NA NA
## 2177 NA -0.2997230159 NA
## 2324 NA NA NA
## 182 NA -0.0572566865 NA
## 212 NA -0.3077112434 NA
## 333 NA 0.0757389657 0.078659363
## 609 NA -0.0596491876 0.032396012
## 1162 NA -0.2781918403 NA
## 1286 NA NA NA
## 1426 NA NA NA
## 1611 NA -0.0698180556 NA
## 1882 NA -0.1840881614 NA
## 1958 NA NA NA
## 2038 NA NA NA
## 2467 NA NA NA
## 756 NA 0.0434444444 NA
## 780 NA 0.0403628472 0.011572661
## 991 NA 0.0017411877 -0.002085389
## 1305 NA -0.2516969061 NA
## 1373 NA NA NA
## 1459 NA NA NA
## 1594 NA NA NA
## 1860 NA NA NA
## 613 NA 0.1260879630 0.032041667
## 1108 NA 0.1025882937 -0.108435989
## 2279 NA NA NA
## 2310 NA NA NA
## 2333 NA -0.2992855311 NA
## 2348 NA 0.4520945280 NA
## 2372 NA NA NA
## 2526 NA NA NA
## 2574 NA NA NA
## 111 NA -0.0358384259 -0.038587500
## 1438 NA -0.2307961787 NA
## 15041 NA NA NA
## 1811 NA NA NA
## 2092 NA NA NA
## 2131 NA NA NA
## 2410 NA NA NA
## 2539 NA NA NA
## 1111 NA -0.0358384259 -0.038587500
## 14381 NA -0.2307961787 NA
## 15042 NA NA NA
## 18111 NA NA NA
## 20921 NA NA NA
## 21311 NA NA NA
## 24101 NA NA NA
## 25391 NA NA NA
## 529 NA NA NA
## 638 NA NA NA
## 951 NA 0.0495083333 0.193427778
## 1505 NA NA NA
## 1614 NA NA NA
## 1927 NA -0.1025542800 NA
## 2481 NA -0.2953778175 NA
## 2590 NA NA NA
## 467 NA 0.1067236111 -0.031126389
## avg_pitch_number_endurance avg_rolling_avg_velocity
## 479 39.66667 92.81111
## 532 25.50000 90.08333
## 1032 NA NA
## 1042 30.00000 87.56667
## 1047 36.00000 92.20000
## 1964 18.50000 90.68333
## 2148 NA NA
## 2154 NA NA
## 2192 NA NA
## 2241 NA NA
## 447 30.42857 94.95714
## 490 NA NA
## 496 44.66667 86.64444
## 923 58.00000 92.18333
## 1038 61.50000 91.10000
## 1960 NA NA
## 1984 18.00000 90.76667
## 1996 NA NA
## 2009 12.00000 92.76667
## 2051 13.00000 84.70000
## 2085 38.00000 95.73333
## 342 NA NA
## 362 46.80000 92.84000
## 896 29.00000 90.63333
## 1195 19.12500 93.85000
## 1389 NA NA
## 1393 30.00000 93.13333
## 1463 NA NA
## 1767 29.00000 89.26667
## 2587 NA NA
## 2607 NA NA
## 137 50.09091 92.79394
## 258 18.00000 93.96667
## 377 72.00000 91.45000
## 1581 NA NA
## 1640 18.00000 93.63333
## 2382 NA NA
## 2503 17.00000 91.75000
## 2622 NA NA
## 69 14.00000 93.28333
## 136 29.33333 92.51667
## 1101 57.50000 90.38333
## 1268 32.00000 90.50000
## 1279 14.50000 92.85000
## 1308 20.00000 92.81667
## 1324 NA NA
## 1330 15.00000 95.80000
## 2104 NA NA
## 2314 30.00000 98.33333
## 2381 17.50000 93.58333
## 55 85.00000 87.31667
## 1153 NA NA
## 1439 NA NA
## 1617 24.00000 93.03333
## 1653 NA NA
## 1737 NA NA
## 1926 13.20000 97.18667
## 2300 NA NA
## 238 37.50000 94.36667
## 1077 41.73333 91.22444
## 1159 NA NA
## 1253 NA NA
## 1387 12.00000 91.85000
## 1450 19.00000 91.20000
## 1915 NA NA
## 2483 NA NA
## 612 40.12500 92.94167
## 1229 NA NA
## 1231 NA NA
## 1349 NA NA
## 1553 23.50000 95.50000
## 1660 16.33333 96.15556
## 1663 NA NA
## 1959 NA NA
## 6121 40.12500 92.94167
## 12291 NA NA
## 12311 NA NA
## 13491 NA NA
## 15531 23.50000 95.50000
## 16601 16.33333 96.15556
## 16631 NA NA
## 19591 NA NA
## 476 19.00000 95.30000
## 527 38.58333 93.30833
## 576 32.00000 93.06667
## 2047 NA NA
## 2118 17.00000 93.83333
## 2133 42.00000 96.60000
## 2134 NA NA
## 2139 NA NA
## 2181 NA NA
## 2190 28.00000 91.60833
## 2205 NA NA
## 2206 28.25000 90.18333
## 758 37.57143 92.16190
## 820 60.00000 88.47778
## 1535 15.00000 94.02222
## 1546 6.00000 96.23333
## 1555 30.00000 96.03333
## 1618 NA NA
## 1684 17.00000 95.04444
## 1740 NA NA
## 1746 NA NA
## 2515 NA NA
## 2577 21.50000 92.76667
## 537 35.66667 88.22222
## 960 54.60000 94.42000
## 1068 18.50000 88.55000
## 12531 NA NA
## 1301 NA NA
## 1487 22.00000 94.00000
## 1508 18.50000 90.21667
## 1735 NA NA
## 2294 NA NA
## 805 NA NA
## 1563 23.00000 92.21667
## 1576 NA NA
## 1578 NA NA
## 1588 NA NA
## 1606 16.33333 93.68889
## 1644 NA NA
## 1650 NA NA
## 1655 NA NA
## 1679 NA NA
## 1698 NA NA
## 1712 NA NA
## 1722 NA NA
## 1745 NA NA
## 2562 18.66667 87.85556
## 366 47.61538 93.14872
## 389 NA NA
## 424 NA NA
## 1627 NA NA
## 1668 20.00000 94.12667
## 2123 NA NA
## 2146 NA NA
## 21811 NA NA
## 231 NA NA
## 592 75.00000 88.20000
## 813 58.00000 88.36667
## 1088 43.80000 91.22000
## 1449 21.50000 95.91667
## 1670 17.00000 94.10000
## 1945 NA NA
## 2306 NA NA
## 2527 NA NA
## 340 22.00000 93.36667
## 429 45.00000 90.96667
## 807 41.85714 97.91429
## 9231 58.00000 92.18333
## 1867 29.00000 98.23333
## 1956 NA NA
## 2334 NA NA
## 2450 NA NA
## 372 40.00000 91.44074
## 412 36.80000 92.72667
## 775 72.00000 90.60000
## 1358 NA NA
## 1448 NA NA
## 1899 NA NA
## 1939 NA NA
## 2302 NA NA
## 347 NA NA
## 743 25.50000 96.30000
## 1374 6.00000 93.30000
## 1376 NA NA
## 14871 22.00000 94.00000
## 1509 13.00000 94.80000
## 1874 NA NA
## 2270 NA NA
## 711 54.83333 96.00556
## 10421 30.00000 87.56667
## 1161 NA NA
## 1235 18.00000 94.41667
## 1300 NA NA
## 1320 8.00000 93.30000
## 2238 NA NA
## 2569 NA NA
## 395 35.50000 91.85000
## 1429 NA NA
## 1440 NA NA
## 1443 30.00000 90.76667
## 1474 26.10000 94.90667
## 1501 23.00000 93.23333
## 1502 NA NA
## 1504 NA NA
## 1516 21.00000 94.15000
## 1922 NA NA
## 222 19.20000 94.22000
## 4791 39.66667 92.81111
## 1254 22.00000 93.90000
## 1343 NA NA
## 1671 NA NA
## 1705 NA NA
## 1719 NA NA
## 1830 NA NA
## 1172 NA NA
## 11951 19.12500 93.85000
## 1311 NA NA
## 1313 NA NA
## 1353 14.33333 93.61111
## 1360 NA NA
## 1895 30.50000 95.48333
## 1983 NA NA
## 2248 23.00000 93.36667
## 2357 NA NA
## 226 21.50000 96.35000
## 480 44.62500 94.79583
## 845 51.00000 92.08333
## 1552 NA NA
## 1609 13.00000 93.99333
## 1703 NA NA
## 1728 16.00000 94.60000
## 2145 NA NA
## 249 37.27273 90.42727
## 251 39.00000 91.80000
## 506 NA NA
## 556 43.00000 89.46667
## 1208 NA NA
## 1283 NA NA
## 1284 16.66667 96.12222
## 2345 20.00000 84.56667
## 2565 NA NA
## 317 70.00000 92.55000
## 335 18.50000 91.91667
## 663 NA NA
## 1333 NA NA
## 1475 NA NA
## 19961 NA NA
## 2113 12.75000 98.70000
## 2368 NA NA
## 22 NA NA
## 63 31.00000 95.10000
## 168 44.20000 93.85333
## 174 NA NA
## 673 18.00000 90.21667
## 1177 NA NA
## 1180 14.00000 96.56667
## 1260 NA NA
## 1744 NA NA
## 1759 31.00000 94.30000
## 2222 NA NA
## 2362 NA NA
## 2530 17.00000 91.65000
## 2600 NA NA
## 2641 22.00000 90.74444
## 7581 37.57143 92.16190
## 1178 24.50000 88.31667
## 1287 15.75000 92.19167
## 1445 NA NA
## 19561 NA NA
## 2229 NA NA
## 2246 NA NA
## 2312 NA NA
## 2412 11.75000 91.12917
## 173 48.80000 95.00000
## 315 41.52381 97.12381
## 376 24.50000 98.40000
## 1630 NA NA
## 1646 NA NA
## 1683 20.50000 95.31667
## 1891 NA NA
## 1930 NA NA
## 2007 NA NA
## 2252 NA NA
## 2471 NA NA
## 2511 26.00000 93.25000
## 152 NA NA
## 307 16.71429 88.08095
## 414 NA NA
## 1185 20.00000 91.86667
## 1331 18.00000 94.93333
## 1351 NA NA
## 1565 NA NA
## 1718 NA NA
## 1808 NA NA
## 2013 21.75000 91.60833
## 2031 NA NA
## 2090 NA NA
## 598 63.66667 89.23333
## 1155 NA NA
## 13581 NA NA
## 1533 19.25000 92.25833
## 2025 24.00000 94.90000
## 2035 NA NA
## 2307 NA NA
## 2498 NA NA
## 5321 25.50000 90.08333
## 975 51.46667 90.35556
## 1040 51.40000 89.85333
## 1214 NA NA
## 1612 NA NA
## 2006 NA NA
## 2338 NA NA
## 2504 NA NA
## 2536 27.00000 91.86667
## 279 9.00000 93.16667
## 351 NA NA
## 1336 34.00000 91.70000
## 13492 NA NA
## 1356 14.00000 95.68333
## 1417 24.00000 90.63333
## 15091 13.00000 94.80000
## 1542 NA NA
## 2055 NA NA
## 2273 NA NA
## 2499 39.00000 92.70000
## 2566 NA NA
## 51 51.40000 90.30000
## 365 NA NA
## 552 14.50000 92.01333
## 630 26.33333 92.47407
## 1493 NA NA
## 1506 NA NA
## 1514 NA NA
## 1925 28.00000 94.40000
## 2349 NA NA
## 2413 NA NA
## 2629 NA NA
## 48 9.00000 93.93333
## 246 NA NA
## 1428 11.00000 98.30000
## 14872 22.00000 94.00000
## 1503 NA NA
## 16981 NA NA
## 1700 18.00000 86.10000
## 2169 NA NA
## 2178 19.00000 91.80000
## 2626 8.00000 92.83333
## 3951 35.50000 91.85000
## 1270 NA NA
## 1315 34.00000 92.83333
## 1381 NA NA
## 16531 NA NA
## 1661 NA NA
## 2027 13.50000 95.65000
## 2128 32.00000 94.26667
## 1220 NA NA
## 1369 NA NA
## 1392 NA NA
## 1751 10.00000 95.93333
## 1988 NA NA
## 2153 16.87500 93.59167
## 2167 7.00000 93.20000
## 2437 24.00000 84.80000
## 2454 26.00000 90.40000
## 2578 NA NA
## 1097 52.12500 90.20000
## 1209 NA NA
## 1335 11.33333 93.86667
## 1975 27.00000 92.76667
## 2187 18.33333 94.00000
## 2259 NA NA
## 2341 NA NA
## 2453 13.00000 90.40000
## 2522 15.00000 87.80000
## 574 NA NA
## 590 19.00000 92.75556
## 983 51.12500 94.80417
## 1013 62.80000 88.82000
## 2076 NA NA
## 2158 NA NA
## 2177 NA NA
## 2324 25.50000 92.08333
## 182 NA NA
## 212 31.00000 95.36667
## 333 68.00000 91.87778
## 609 26.22222 90.99630
## 1162 NA NA
## 1286 NA NA
## 1426 15.44444 95.60741
## 1611 NA NA
## 1882 24.50000 91.96667
## 1958 NA NA
## 2038 19.50000 94.95000
## 2467 NA NA
## 756 NA NA
## 780 39.45000 94.36333
## 991 NA NA
## 1305 16.50000 95.32500
## 1373 NA NA
## 1459 20.00000 93.26667
## 1594 NA NA
## 1860 NA NA
## 613 NA NA
## 1108 40.00000 92.04444
## 2279 NA NA
## 2310 NA NA
## 2333 NA NA
## 2348 13.00000 88.13333
## 2372 NA NA
## 2526 NA NA
## 2574 17.50000 92.83333
## 111 15.00000 85.16667
## 1438 18.00000 94.40000
## 15041 NA NA
## 1811 NA NA
## 2092 NA NA
## 2131 NA NA
## 2410 19.00000 92.56667
## 2539 NA NA
## 1111 15.00000 85.16667
## 14381 18.00000 94.40000
## 15042 NA NA
## 18111 NA NA
## 20921 NA NA
## 21311 NA NA
## 24101 19.00000 92.56667
## 25391 NA NA
## 529 17.00000 91.20000
## 638 NA NA
## 951 NA NA
## 1505 10.00000 95.26667
## 1614 18.66667 94.27778
## 1927 NA NA
## 2481 35.00000 91.50000
## 2590 NA NA
## 467 76.33333 92.94444
## avg_first_pitch_velocity X inning_role length_role matchup_role
## 479 94.47778 2603 none long LHH
## 532 91.78333 145 none none RHH
## 1032 NA 112 start <NA> <NA>
## 1042 89.76667 899 none short none
## 1047 94.16667 830 middle none RHH
## 1964 92.30000 1947 none short none
## 2148 NA 2453 late short none
## 2154 NA 2552 middle medium RHH
## 2192 NA 2215 none medium none
## 2241 NA 2334 middle short none
## 447 96.83333 2449 none long none
## 490 NA 32 none short none
## 496 88.60000 372 none none RHH
## 923 93.85000 2112 none long none
## 1038 92.66667 630 start <NA> <NA>
## 1960 NA 2414 late short LHH
## 1984 92.40000 2309 none short none
## 1996 NA 2517 late short LHH
## 2009 94.50000 2560 none short none
## 2051 86.60000 1944 none short none
## 2085 97.26667 2448 middle none RHH
## 342 NA 2000 none short none
## 362 94.58667 2336 none short none
## 896 92.60000 1691 none none none
## 1195 95.54583 380 none short none
## 1389 NA 312 none short none
## 1393 95.00000 814 late medium LHH
## 1463 NA 448 none short none
## 1767 90.83333 1389 middle short none
## 2587 NA 2190 none short none
## 2607 NA 2444 none none RHH
## 137 94.39091 386 start <NA> <NA>
## 258 95.63333 1299 none short none
## 377 93.25000 2504 none long LHH
## 1581 NA 1588 late short none
## 1640 95.20000 1416 none short none
## 2382 NA 366 none short none
## 2503 93.56667 1415 none short RHH
## 2622 NA 2389 none short none
## 69 94.95000 50 none short none
## 136 94.28889 138 none none none
## 1101 92.07500 1839 start <NA> <NA>
## 1268 92.03333 284 none short none
## 1279 94.55000 277 late short none
## 1308 94.60000 794 none short none
## 1324 NA 718 late short RHH
## 1330 97.38333 86 late short LHH
## 2104 NA 2481 late short none
## 2314 99.96667 877 none short RHH
## 2381 95.53333 148 none short none
## 55 89.11667 80 none long none
## 1153 NA 103 none short RHH
## 1439 NA 864 middle short RHH
## 1617 94.66667 1245 none short none
## 1653 NA 1459 late short RHH
## 1737 NA 991 none short RHH
## 1926 98.88667 963 none short none
## 2300 NA 2488 none short none
## 238 95.96667 1076 start <NA> <NA>
## 1077 92.98667 1066 start <NA> <NA>
## 1159 NA 449 middle short RHH
## 1253 NA 806 late short RHH
## 1387 93.40000 696 none short RHH
## 1450 93.46667 839 middle medium LHH
## 1915 NA 1767 none short RHH
## 2483 NA 1710 none short RHH
## 612 94.65833 1539 none none RHH
## 1229 NA 731 late none RHH
## 1231 NA 565 none short none
## 1349 NA 98 none short none
## 1553 97.18333 1048 none short none
## 1660 97.77778 1357 none short none
## 1663 NA 1612 none short none
## 1959 NA 2401 late short none
## 6121 94.65833 1539 none none RHH
## 12291 NA 731 late none RHH
## 12311 NA 565 none short none
## 13491 NA 98 none short none
## 15531 97.18333 1048 none short none
## 16601 97.77778 1357 none short none
## 16631 NA 1612 none short none
## 19591 NA 2401 late short none
## 476 97.06667 2459 none short none
## 527 95.21111 462 none short RHH
## 576 94.86667 950 none none none
## 2047 NA 2213 late short RHH
## 2118 95.40000 1799 none short none
## 2133 98.60000 2375 middle short none
## 2134 NA 2191 late short RHH
## 2139 NA 1895 none short none
## 2181 NA 2543 late short LHH
## 2190 93.55000 2186 none long none
## 2205 NA 1818 late short none
## 2206 91.80833 1808 none short none
## 758 94.10952 114 start <NA> <NA>
## 820 90.12222 1072 start <NA> <NA>
## 1535 95.60000 738 none short none
## 1546 98.13333 1211 late short none
## 1555 97.76667 1665 middle short none
## 1618 NA 1112 none short none
## 1684 96.84444 1113 none short none
## 1740 NA 1450 none short none
## 1746 NA 1231 none short none
## 2515 NA 1669 none short none
## 2577 94.41667 2422 none short none
## 537 90.01111 485 none long RHH
## 960 96.07333 1838 start <NA> <NA>
## 1068 90.16667 928 start <NA> <NA>
## 12531 NA 806 late short RHH
## 1301 NA 28 none none none
## 1487 95.60000 590 none none none
## 1508 92.25000 607 none short none
## 1735 NA 1750 none short none
## 2294 NA 2581 late short RHH
## 805 NA 1583 start <NA> <NA>
## 1563 93.96667 1096 late short none
## 1576 NA 1617 late short RHH
## 1578 NA 1687 none short none
## 1588 NA 1579 late short RHH
## 1606 95.34444 1020 none short none
## 1644 NA 1019 late short none
## 1650 NA 1484 none none RHH
## 1655 NA 1468 late short RHH
## 1679 NA 1412 none short RHH
## 1698 NA 1461 none short none
## 1712 NA 1572 late short none
## 1722 NA 1522 none short RHH
## 1745 NA 1660 none short none
## 2562 89.57778 2466 none short none
## 366 94.78205 2224 none long none
## 389 NA 2600 none short none
## 424 NA 2496 none short none
## 1627 NA 1646 late medium RHH
## 1668 95.86000 1277 none short none
## 2123 NA 2617 late short none
## 2146 NA 1862 none short none
## 21811 NA 2543 late short LHH
## 231 NA 1599 none short RHH
## 592 89.90000 1205 none short none
## 813 89.90000 1618 start <NA> <NA>
## 1088 92.99333 1682 none long RHH
## 1449 98.01667 152 none short none
## 1670 95.63333 1091 middle short none
## 1945 NA 1794 none short none
## 2306 NA 828 late short none
## 2527 NA 1044 none short RHH
## 340 95.60000 1917 none short none
## 429 93.00000 2177 none long none
## 807 99.63333 1685 start <NA> <NA>
## 9231 93.85000 2112 none long none
## 1867 99.86667 1603 late none none
## 1956 NA 2476 none none none
## 2334 NA 771 late short LHH
## 2450 NA 1144 none short none
## 372 93.42593 2144 start <NA> <NA>
## 412 94.49333 2160 none long none
## 775 92.46667 846 start <NA> <NA>
## 1358 NA 766 late short LHH
## 1448 NA 63 none short none
## 1899 NA 1779 none long RHH
## 1939 NA 2573 late short none
## 2302 NA 374 none short none
## 347 NA 1807 none short RHH
## 743 98.01667 336 start <NA> <NA>
## 1374 94.86667 704 late short none
## 1376 NA 778 none medium RHH
## 14871 95.60000 590 none none none
## 1509 96.30000 896 none short none
## 1874 NA 1707 late short LHH
## 2270 NA 2539 late none none
## 711 97.72222 322 start <NA> <NA>
## 10421 89.76667 899 none short none
## 1161 NA 307 late short none
## 1235 96.07500 274 none short none
## 1300 NA 502 late short RHH
## 1320 95.06667 39 none short none
## 2238 NA 2631 none medium RHH
## 2569 NA 1905 none short RHH
## 395 93.40000 2128 none short none
## 1429 NA 841 none short none
## 1440 NA 905 none short none
## 1443 92.43333 444 none short none
## 1474 96.59000 249 none short none
## 1501 94.80000 466 none short none
## 1502 NA 547 middle short RHH
## 1504 NA 432 none short none
## 1516 95.76667 866 none short none
## 1922 NA 1761 late short none
## 222 96.02667 1089 none short none
## 4791 94.47778 2603 none long LHH
## 1254 95.83333 636 none short none
## 1343 NA 647 late short LHH
## 1671 NA 1475 none short none
## 1705 NA 1308 none short none
## 1719 NA 1219 middle short none
## 1830 NA 1009 none short RHH
## 1172 NA 853 none short none
## 11951 95.54583 380 none short none
## 1311 NA 364 none short none
## 1313 NA 701 middle short none
## 1353 95.65556 59 late short none
## 1360 NA 169 late short RHH
## 1895 97.50000 1437 none short none
## 1983 NA 2278 late short none
## 2248 95.06667 2295 none none none
## 2357 NA 802 middle short RHH
## 226 98.15000 1023 none short none
## 480 96.67500 2207 none long none
## 845 93.68333 1268 start <NA> <NA>
## 1552 NA 1551 none short none
## 1609 95.82667 1170 none short none
## 1703 NA 1614 late short LHH
## 1728 96.16667 1305 none short none
## 2145 NA 2324 late short RHH
## 249 92.39394 911 start <NA> <NA>
## 251 93.56667 1481 none short none
## 506 NA 403 start <NA> <NA>
## 556 91.26667 796 none short RHH
## 1208 NA 56 none short none
## 1283 NA 357 late short none
## 1284 97.75556 158 none short none
## 2345 86.10000 96 none short none
## 2565 NA 1872 none short none
## 317 94.30000 1754 none none none
## 335 93.60000 1875 none short none
## 663 NA 2008 none long RHH
## 1333 NA 401 none short none
## 1475 NA 887 none short RHH
## 19961 NA 2517 late short LHH
## 2113 100.51667 1867 none short none
## 2368 NA 494 none short none
## 22 NA 854 late short none
## 63 96.86667 196 none short none
## 168 95.59333 488 none long none
## 174 NA 1158 none short none
## 673 91.85000 2312 none short none
## 1177 NA 355 none short none
## 1180 98.13333 173 late short none
## 1260 NA 174 none short none
## 1744 NA 937 none short none
## 1759 96.20000 1142 none short none
## 2222 NA 2259 middle short none
## 2362 NA 166 none short LHH
## 2530 93.50000 962 late short none
## 2600 NA 1894 late short RHH
## 2641 92.51111 2236 none none none
## 7581 94.10952 114 start <NA> <NA>
## 1178 90.00000 58 none short none
## 1287 94.06667 759 none none none
## 1445 NA 671 late short LHH
## 19561 NA 2476 none none none
## 2229 NA 2338 none none none
## 2246 NA 2396 none medium none
## 2312 NA 804 none short none
## 2412 92.93750 304 none short none
## 173 96.67333 141 none long none
## 315 98.80317 1274 start <NA> <NA>
## 376 99.95000 2370 none short none
## 1630 NA 1771 late short RHH
## 1646 NA 1634 none short RHH
## 1683 97.08333 1035 late short none
## 1891 NA 1181 none short none
## 1930 NA 2615 middle short RHH
## 2007 NA 1979 none short none
## 2252 NA 2550 late short none
## 2471 NA 945 none short none
## 2511 94.83333 1652 none short none
## 152 NA 477 none short none
## 307 89.88095 1443 none short none
## 414 NA 2038 none short none
## 1185 93.50000 153 late short none
## 1331 96.53333 235 late short none
## 1351 NA 788 late short RHH
## 1565 NA 1537 late short LHH
## 1718 NA 1677 late short none
## 1808 NA 1619 late short none
## 2013 93.21667 1971 none short none
## 2031 NA 2239 late short RHH
## 2090 NA 1890 none short RHH
## 598 90.78889 1399 none long RHH
## 1155 NA 256 none short RHH
## 13581 NA 766 late short LHH
## 1533 93.85000 717 middle short none
## 2025 96.46667 1887 none short none
## 2035 NA 2029 late short none
## 2307 NA 108 none short none
## 2498 NA 1289 none long RHH
## 5321 91.78333 145 none none RHH
## 975 92.01556 2271 start <NA> <NA>
## 1040 91.55333 800 none none RHH
## 1214 NA 433 none short none
## 1612 NA 1559 late short none
## 2006 NA 2531 late short none
## 2338 NA 686 none short none
## 2504 NA 1444 none short none
## 2536 93.36667 1720 middle long LHH
## 279 94.73333 1129 middle short none
## 351 NA 2019 none short none
## 1336 93.76667 427 middle none none
## 13492 NA 98 none short none
## 1356 97.33333 104 none short none
## 1417 92.23333 805 none none none
## 15091 96.30000 896 none short none
## 1542 NA 1215 late short none
## 2055 NA 1804 late short none
## 2273 NA 2407 late short RHH
## 2499 94.40000 1047 none short none
## 2566 NA 1988 none short none
## 51 92.69333 410 none none none
## 365 NA 2210 none long none
## 552 94.11333 544 none short none
## 630 94.28889 1913 none short RHH
## 1493 NA 904 none short none
## 1506 NA 172 late short none
## 1514 NA 710 late short none
## 1925 95.93333 1147 middle short RHH
## 2349 NA 515 none short none
## 2413 NA 908 late short none
## 2629 NA 2410 none short none
## 48 95.70000 436 none short none
## 246 NA 1176 none short none
## 1428 100.60000 851 none short LHH
## 14872 95.60000 590 none none none
## 1503 NA 760 none short none
## 16981 NA 1461 none short none
## 1700 87.96667 1237 none short none
## 2169 NA 2530 late short none
## 2178 93.40000 1795 none short none
## 2626 94.50000 2506 middle short none
## 3951 93.40000 2128 none short none
## 1270 NA 622 none none none
## 1315 94.46667 176 middle short LHH
## 1381 NA 858 late short LHH
## 16531 NA 1459 late short RHH
## 1661 NA 1229 none short none
## 2027 97.21667 2092 late short none
## 2128 95.76667 2400 none short none
## 1220 NA 833 middle short none
## 1369 NA 810 late short RHH
## 1392 NA 517 none short none
## 1751 97.56667 1028 none short none
## 1988 NA 2535 none short none
## 2153 95.37917 1912 middle short RHH
## 2167 95.26667 2314 none none none
## 2437 86.33333 1611 none none RHH
## 2454 91.90000 1004 none short none
## 2578 NA 2032 none short RHH
## 1097 91.81667 2163 start <NA> <NA>
## 1209 NA 308 middle short RHH
## 1335 95.56667 661 none short none
## 1975 94.40000 2404 none short none
## 2187 95.73333 1892 middle short none
## 2259 NA 2526 none short RHH
## 2341 NA 856 middle short LHH
## 2453 92.10000 1446 none short none
## 2522 89.40000 1513 none short none
## 574 NA 1462 none long RHH
## 590 94.34444 1087 none none RHH
## 983 96.45833 2152 start <NA> <NA>
## 1013 90.52667 330 start <NA> <NA>
## 2076 NA 2216 late short none
## 2158 NA 2577 late short LHH
## 2177 NA 2209 middle short none
## 2324 93.95000 165 none short none
## 182 NA 1108 none short none
## 212 96.93333 1283 none short none
## 333 93.52222 2341 start <NA> <NA>
## 609 92.70370 966 start <NA> <NA>
## 1162 NA 83 none short none
## 1286 NA 253 none short none
## 1426 97.60741 285 none short none
## 1611 NA 1550 middle short none
## 1882 93.56667 1575 none short none
## 1958 NA 1974 none short none
## 2038 96.58333 1876 late short none
## 2467 NA 1175 none short none
## 756 NA 875 none long none
## 780 96.02833 592 start <NA> <NA>
## 991 NA 2065 start <NA> <NA>
## 1305 97.14167 62 none short none
## 1373 NA 508 late short none
## 1459 94.86667 171 none short none
## 1594 NA 1557 late short RHH
## 1860 NA 1595 late short none
## 613 NA 1650 none long RHH
## 1108 94.08889 1852 start <NA> <NA>
## 2279 NA 2333 late short none
## 2310 NA 525 middle short RHH
## 2333 NA 202 none short RHH
## 2348 89.63333 581 none short none
## 2372 NA 367 middle short none
## 2526 NA 1725 middle short RHH
## 2574 94.90000 2323 none short none
## 111 87.26667 677 none long none
## 1438 96.16667 599 none short none
## 15041 NA 432 none short none
## 1811 NA 1293 late short none
## 2092 NA 2571 none short none
## 2131 NA 2575 none short none
## 2410 94.13333 907 none short none
## 2539 NA 1985 none short RHH
## 1111 87.26667 677 none long none
## 14381 96.16667 599 none short none
## 15042 NA 432 none short none
## 18111 NA 1293 late short none
## 20921 NA 2571 none short none
## 21311 NA 2575 none short none
## 24101 94.13333 907 none short none
## 25391 NA 1985 none short RHH
## 529 92.70000 526 none short RHH
## 638 NA 2464 none short none
## 951 NA 2060 start <NA> <NA>
## 1505 97.13333 862 none short none
## 1614 95.86667 1243 none short none
## 1927 NA 1801 none short none
## 2481 93.03333 1592 middle short none
## 2590 NA 1884 none short none
## 467 94.50000 2580 none long LHH
## leverage_role in_cluster
## 479 low 0
## 532 low 0
## 1032 <NA> 0
## 1042 low 0
## 1047 low 0
## 1964 high 0
## 2148 low 0
## 2154 low 0
## 2192 low 0
## 2241 low 0
## 447 low 0
## 490 low 0
## 496 low 0
## 923 low 0
## 1038 <NA> 0
## 1960 low 0
## 1984 low 0
## 1996 low 0
## 2009 low 0
## 2051 low 0
## 2085 low 0
## 342 low 0
## 362 low 0
## 896 low 0
## 1195 low 0
## 1389 none 0
## 1393 low 0
## 1463 low 0
## 1767 low 0
## 2587 low 0
## 2607 low 0
## 137 <NA> 0
## 258 none 0
## 377 low 0
## 1581 low 0
## 1640 none 0
## 2382 none 0
## 2503 high 0
## 2622 high 0
## 69 none 0
## 136 low 0
## 1101 <NA> 0
## 1268 high 0
## 1279 high 0
## 1308 high 0
## 1324 low 0
## 1330 high 0
## 2104 low 0
## 2314 low 0
## 2381 high 0
## 55 low 0
## 1153 none 0
## 1439 high 0
## 1617 none 0
## 1653 low 0
## 1737 high 0
## 1926 high 0
## 2300 low 0
## 238 <NA> 0
## 1077 <NA> 0
## 1159 low 0
## 1253 low 0
## 1387 low 0
## 1450 low 0
## 1915 low 0
## 2483 low 0
## 612 low 0
## 1229 low 0
## 1231 low 0
## 1349 low 0
## 1553 high 0
## 1660 low 0
## 1663 high 0
## 1959 low 0
## 6121 low 0
## 12291 low 0
## 12311 low 0
## 13491 low 0
## 15531 high 0
## 16601 low 0
## 16631 high 0
## 19591 low 0
## 476 high 0
## 527 low 0
## 576 none 0
## 2047 low 0
## 2118 high 0
## 2133 high 0
## 2134 low 0
## 2139 high 0
## 2181 low 0
## 2190 low 0
## 2205 high 0
## 2206 low 0
## 758 <NA> 0
## 820 <NA> 0
## 1535 none 0
## 1546 high 0
## 1555 high 0
## 1618 none 0
## 1684 high 0
## 1740 low 0
## 1746 low 0
## 2515 low 0
## 2577 none 0
## 537 low 0
## 960 <NA> 0
## 1068 <NA> 0
## 12531 low 0
## 1301 low 0
## 1487 low 0
## 1508 low 0
## 1735 low 0
## 2294 low 0
## 805 <NA> 0
## 1563 high 0
## 1576 low 0
## 1578 low 0
## 1588 low 0
## 1606 high 0
## 1644 low 0
## 1650 none 0
## 1655 low 0
## 1679 low 0
## 1698 high 0
## 1712 low 0
## 1722 none 0
## 1745 none 0
## 2562 low 0
## 366 low 0
## 389 low 0
## 424 none 0
## 1627 low 0
## 1668 high 0
## 2123 low 0
## 2146 high 0
## 21811 low 0
## 231 none 0
## 592 none 0
## 813 <NA> 0
## 1088 low 0
## 1449 none 0
## 1670 low 0
## 1945 low 0
## 2306 low 0
## 2527 none 0
## 340 none 0
## 429 low 0
## 807 <NA> 0
## 9231 low 0
## 1867 low 0
## 1956 low 0
## 2334 low 0
## 2450 low 0
## 372 <NA> 0
## 412 low 0
## 775 <NA> 0
## 1358 low 0
## 1448 low 0
## 1899 low 0
## 1939 low 0
## 2302 low 0
## 347 none 0
## 743 <NA> 0
## 1374 low 0
## 1376 low 0
## 14871 low 0
## 1509 low 0
## 1874 low 0
## 2270 low 0
## 711 <NA> 0
## 10421 low 0
## 1161 high 0
## 1235 high 0
## 1300 low 0
## 1320 low 0
## 2238 low 0
## 2569 high 0
## 395 none 0
## 1429 none 0
## 1440 low 0
## 1443 none 0
## 1474 low 0
## 1501 none 0
## 1502 none 0
## 1504 low 0
## 1516 none 0
## 1922 low 0
## 222 high 0
## 4791 low 0
## 1254 high 0
## 1343 low 0
## 1671 none 0
## 1705 none 0
## 1719 none 0
## 1830 low 0
## 1172 none 0
## 11951 low 0
## 1311 low 0
## 1313 high 0
## 1353 high 0
## 1360 high 0
## 1895 low 0
## 1983 low 0
## 2248 low 0
## 2357 low 0
## 226 low 0
## 480 none 0
## 845 <NA> 0
## 1552 low 0
## 1609 high 0
## 1703 low 0
## 1728 low 0
## 2145 low 0
## 249 <NA> 0
## 251 none 0
## 506 <NA> 0
## 556 low 0
## 1208 none 0
## 1283 high 0
## 1284 none 0
## 2345 low 0
## 2565 low 0
## 317 none 0
## 335 none 0
## 663 none 0
## 1333 low 0
## 1475 high 0
## 19961 low 0
## 2113 high 0
## 2368 low 0
## 22 none 0
## 63 high 0
## 168 low 0
## 174 high 0
## 673 none 0
## 1177 high 0
## 1180 high 0
## 1260 high 0
## 1744 none 0
## 1759 none 0
## 2222 high 0
## 2362 low 0
## 2530 low 0
## 2600 high 0
## 2641 low 0
## 7581 <NA> 0
## 1178 high 0
## 1287 low 0
## 1445 low 0
## 19561 low 0
## 2229 low 0
## 2246 low 0
## 2312 low 0
## 2412 low 0
## 173 none 0
## 315 <NA> 0
## 376 low 0
## 1630 low 0
## 1646 low 0
## 1683 high 0
## 1891 low 0
## 1930 none 0
## 2007 high 0
## 2252 low 0
## 2471 low 0
## 2511 low 0
## 152 none 0
## 307 low 0
## 414 high 0
## 1185 high 0
## 1331 high 0
## 1351 low 0
## 1565 low 0
## 1718 high 0
## 1808 low 0
## 2013 none 0
## 2031 low 0
## 2090 high 0
## 598 low 0
## 1155 high 0
## 13581 low 0
## 1533 none 0
## 2025 none 0
## 2035 high 0
## 2307 high 0
## 2498 low 0
## 5321 low 0
## 975 <NA> 0
## 1040 low 0
## 1214 low 0
## 1612 low 0
## 2006 low 0
## 2338 high 0
## 2504 low 0
## 2536 low 0
## 279 none 0
## 351 none 0
## 1336 low 0
## 13492 low 0
## 1356 high 0
## 1417 low 0
## 15091 low 0
## 1542 high 0
## 2055 high 0
## 2273 low 0
## 2499 low 0
## 2566 low 0
## 51 none 0
## 365 low 0
## 552 none 0
## 630 none 0
## 1493 low 0
## 1506 high 0
## 1514 low 0
## 1925 low 0
## 2349 low 0
## 2413 low 0
## 2629 low 0
## 48 none 0
## 246 high 0
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## 14872 low 0
## 1503 high 0
## 16981 high 0
## 1700 high 0
## 2169 low 0
## 2178 low 0
## 2626 none 0
## 3951 none 0
## 1270 low 0
## 1315 none 0
## 1381 low 0
## 16531 low 0
## 1661 low 0
## 2027 high 0
## 2128 none 0
## 1220 high 0
## 1369 low 0
## 1392 low 0
## 1751 high 0
## 1988 low 0
## 2153 high 0
## 2167 low 0
## 2437 low 0
## 2454 low 0
## 2578 high 0
## 1097 <NA> 0
## 1209 high 0
## 1335 low 0
## 1975 low 0
## 2187 high 0
## 2259 low 0
## 2341 high 0
## 2453 high 0
## 2522 none 0
## 574 low 0
## 590 low 0
## 983 <NA> 0
## 1013 <NA> 0
## 2076 low 0
## 2158 low 0
## 2177 low 0
## 2324 low 0
## 182 none 0
## 212 high 0
## 333 <NA> 0
## 609 <NA> 0
## 1162 high 0
## 1286 high 0
## 1426 none 0
## 1611 low 0
## 1882 none 0
## 1958 high 0
## 2038 high 0
## 2467 high 0
## 756 low 0
## 780 <NA> 0
## 991 <NA> 0
## 1305 low 0
## 1373 low 0
## 1459 low 0
## 1594 low 0
## 1860 low 0
## 613 none 0
## 1108 <NA> 0
## 2279 low 0
## 2310 low 0
## 2333 none 0
## 2348 low 0
## 2372 none 0
## 2526 high 0
## 2574 low 0
## 111 low 0
## 1438 low 0
## 15041 low 0
## 1811 low 0
## 2092 low 0
## 2131 low 0
## 2410 low 0
## 2539 high 0
## 1111 low 0
## 14381 low 0
## 15042 low 0
## 18111 low 0
## 20921 low 0
## 21311 low 0
## 24101 low 0
## 25391 high 0
## 529 high 0
## 638 high 0
## 951 <NA> 0
## 1505 low 0
## 1614 low 0
## 1927 low 0
## 2481 low 0
## 2590 high 0
## 467 low 0
## [ reached 'max' / getOption("max.print") -- omitted 2466 rows ]g_1<- ggplot(graph_cluster_1,
aes(x = K_pct,
fill = factor(in_cluster))) +
geom_density(alpha = 0.7)
g_1
graph_cluster_2 <- clusters_of_interest %>%
mutate(in_cluster = if_else(list_object == 20 & cluster == 158, 1,0))
graph_cluster_2## list_object cluster role name pitcher throws IP
## 479 1 1 Leverage Carson Spiers 686730 R 13.0
## 532 1 1 Leverage Wes Benjamin 605138 L 22.2
## 1032 1 1 Leverage Sean Manaea 640455 L 179.1
## 1042 1 1 Leverage Reiver Sanmartin 665665 L 11.2
## 1047 1 1 Leverage Jake Latz 656641 L 4.2
## 1964 1 1 Leverage Ryan Tepera 572193 R 10.2
## 2148 1 1 Leverage Josh Rojas 668942 R 2.0
## 2154 1 1 Leverage Rene Pinto 650907 R 1.0
## 2192 1 1 Leverage Braden Bristo 668754 R 7.0
## 2241 1 1 Leverage Juan Then 672730 R 11.0
## 447 1 17 Leverage Keaton Winn 676775 R 42.1
## 490 1 17 Leverage David Price 456034 L 73.2
## 496 1 17 Leverage Wade LeBlanc 453281 L 48.3
## 923 1 17 Leverage Vince Velasquez 592826 R 37.1
## 1038 1 17 Leverage Framber Valdez 664285 L 134.2
## 1960 1 17 Leverage Chris Owings 572008 R 1.0
## 1984 1 17 Leverage Spencer Patton 607359 R 12.1
## 1996 1 17 Leverage Ildemaro Vargas 545121 R 2.0
## 2009 1 17 Leverage Joey Krehbiel 607216 R 5.0
## 2051 1 17 Leverage Adam Cimber 643256 R 20.2
## 2085 1 17 Leverage Reed Garrett 657585 R 19.2
## 342 1 20 Leverage Luis Cessa 570666 R 26.0
## 362 1 20 Leverage Zack Littell 641793 R 89.3
## 896 1 20 Leverage Xzavion Curry 675540 R 9.1
## 1195 1 20 Leverage Hunter Strickland 519326 R 58.2
## 1389 1 20 Leverage Yoan Lopez 661255 R 12.1
## 1393 1 20 Leverage David Paulino 600944 R 2.0
## 1463 1 20 Leverage Kodi Whitley 676831 R 25.1
## 1767 1 20 Leverage Cody Stashak 664054 R 16.1
## 2587 1 20 Leverage Danny Young 664849 L 8.1
## 2607 1 20 Leverage Anthony Kay 641743 L 14.2
## 137 1 86 Length Griffin Canning 656288 R 62.2
## 258 1 86 Length Jimmy Lambert 669424 R 46.3
## 377 1 86 Length Brett Kennedy 664028 R 18.0
## 1581 1 86 Length Christian Bethancourt 542194 R 4.0
## 1640 1 86 Length Lucas Sims 608371 R 6.2
## 2382 1 86 Length Brett Martin 656685 L 62.1
## 2503 1 86 Length Colin Poche 621363 L 58.2
## 2622 1 86 Length Josh Walker 677020 L 10.0
## 69 1 102 Length Mike Mayers 594577 R 74.3
## 136 1 102 Length Brandon Bielak 656232 R 49.3
## 1101 1 102 Length Patrick Corbin 571578 L 180.0
## 1268 1 102 Length Archie Bradley 605151 R 51.0
## 1279 1 102 Length Dylan Floro 571670 R 64.0
## 1308 1 102 Length Rowan Wick 592858 R 23.0
## 1324 1 102 Length Andrew Knapp 595284 R 0.1
## 1330 1 102 Length Alex Reyes 621052 R 72.1
## 2104 1 102 Length Josh Lester 623507 R 1.0
## 2314 1 102 Length Anthony Gose 543238 L 6.2
## 2381 1 102 Length Josh Taylor 657031 L 47.2
## 55 1 136 Length Alec Mills 621219 R 118.3
## 1153 1 136 Length Joe Smith 501925 R 39.2
## 1439 1 136 Length Brandyn Sittinger 670087 R 4.2
## 1617 1 136 Length Seth Lugo 607625 R 65.0
## 1653 1 136 Length Matt Reynolds 608703 R 1.1
## 1737 1 136 Length Domingo Acevedo 642758 R 67.2
## 1926 1 136 Length Robert Suarez 663158 R 47.2
## 2300 1 136 Length Victor Mederos 682989 R 3.0
## 238 1 186 Leverage Mitch Keller 656605 R 159.0
## 1077 1 186 Leverage Justin Steele 657006 L 119.0
## 1159 1 186 Leverage Pedro Strop 467008 R 2.0
## 1253 1 186 Leverage Kevin Pillar 607680 R 0.1
## 1387 1 186 Leverage Domingo Acevedo 642758 R 11.0
## 1450 1 186 Leverage Raynel Espinal 642659 R 2.0
## 1915 1 186 Leverage Frank German 681464 R 4.0
## 2483 1 186 Leverage Jose Castillo 620454 L 1.0
## 612 1 215 Length Matthew Liberatore 669461 L 34.2
## 1229 1 215 Length Ronald Torreyes 591720 R 2.2
## 1231 1 215 Length A.J. Cole 595918 R 8.0
## 1349 1 215 Length Phillips Valdez 570488 R 40.0
## 1553 1 215 Length Ryan Brasier 518489 R 62.1
## 1660 1 215 Length Yunior Marte 628708 R 48.0
## 1663 1 215 Length Jose Leclerc 600917 R 47.2
## 1959 1 215 Length Christian Bethancourt 542194 R 0.1
## 6121 1 215 Leverage Matthew Liberatore 669461 L 34.2
## 12291 1 215 Leverage Ronald Torreyes 591720 R 2.2
## 12311 1 215 Leverage A.J. Cole 595918 R 8.0
## 13491 1 215 Leverage Phillips Valdez 570488 R 40.0
## 15531 1 215 Leverage Ryan Brasier 518489 R 62.1
## 16601 1 215 Leverage Yunior Marte 628708 R 48.0
## 16631 1 215 Leverage Jose Leclerc 600917 R 47.2
## 19591 1 215 Leverage Christian Bethancourt 542194 R 0.1
## 476 1 218 Length Carmen Mlodzinski 669387 R 35.3
## 527 1 218 Length Sam Hentges 656529 L 68.2
## 576 1 218 Length Sean Newcomb 656794 L 27.2
## 2047 1 218 Length Brandon Dixon 641525 R 1.0
## 2118 1 218 Length Enyel De Los Santos 660853 R 65.2
## 2133 1 218 Length Lucas Erceg 668674 R 55.0
## 2134 1 218 Length Zach McKinstry 656716 R 1.0
## 2139 1 218 Length Zach Jackson 667427 R 18.0
## 2181 1 218 Length Daysbel Hernandez 678226 R 3.2
## 2190 1 218 Length Peter Solomon 656981 R 13.1
## 2205 1 218 Length Emmanuel Clase 661403 R 72.2
## 2206 1 218 Length Seth Martinez 661527 R 43.0
## 758 2 43 Length Shohei Ohtani 660271 R 130.1
## 820 2 43 Length Zach Davies 605200 R 134.1
## 1535 2 43 Length Nick Mears 683232 R 23.1
## 1546 2 43 Length Liam Hendriks 521230 R 57.2
## 1555 2 43 Length Huascar Brazoban 623211 R 32.0
## 1618 2 43 Length Blake Treinen 595014 R 5.0
## 1684 2 43 Length Corey Knebel 608349 R 44.2
## 1740 2 43 Length Yoan Lopez 661255 R 11.0
## 1746 2 43 Length Daniel Duarte 650960 R 2.2
## 2515 2 43 Length Jake Fishman 670288 L 11.0
## 2577 2 43 Length Angel Perdomo 622780 L 29.0
## 537 2 50 Leverage Daniel Castano 641447 L 20.1
## 960 2 50 Leverage Dylan Cease 656302 R 177.0
## 1068 2 50 Leverage Hyun Jin Ryu 547943 L 27.0
## 12531 2 50 Leverage Kevin Pillar 607680 R 0.1
## 1301 2 50 Leverage Chris Mazza 607391 R 27.1
## 1487 2 50 Leverage Jeremy Beasley 676886 R 9.1
## 1508 2 50 Leverage Demarcus Evans 663770 R 26.1
## 1735 2 50 Leverage Luis F. Ortiz 656814 R 8.2
## 2294 2 50 Leverage John McMillon 669111 R 4.0
## 805 2 115 Length Stephen Strasburg 544931 R 4.2
## 1563 2 115 Length Ian Kennedy 453178 R 50.1
## 1576 2 115 Length Ehire Adrianza 501303 R 1.0
## 1578 2 115 Length Kirby Yates 489446 R 7.0
## 1588 2 115 Length Randal Grichuk 545341 R 1.0
## 1606 2 115 Length Jason Adam 592094 R 63.1
## 1644 2 115 Length Carson Kelly 608348 R 4.2
## 1650 2 115 Length Kyle Barraclough 607457 R 9.0
## 1655 2 115 Length Kevin Plawecki 608700 R 1.0
## 1679 2 115 Length Reyes Moronta 606625 R 37.2
## 1698 2 115 Length Keynan Middleton 641871 R 17.0
## 1712 2 115 Length Willians Astudillo 553902 R 2.0
## 1722 2 115 Length Jake Reed 596082 R 16.2
## 1745 2 115 Length Jonathan Hernandez 642546 R 30.1
## 2562 2 115 Length Daniel Norris 596057 L 12.2
## 366 2 146 Length Luke Weaver 596133 R 123.2
## 389 2 146 Length Miguel Diaz 622766 R 14.0
## 424 2 146 Length James McArthur 663704 R 23.1
## 1627 2 146 Length Jackie Bradley Jr. 598265 R 1.0
## 1668 2 146 Length Rowan Wick 592858 R 64.0
## 2123 2 146 Length Seby Zavala 664874 R 0.2
## 2146 2 146 Length Jordan Hicks 663855 R 65.2
## 21811 2 146 Length Daysbel Hernandez 678226 R 3.2
## 231 3 81 Length Daniel Mengden 596043 R 6.3
## 592 3 81 Length Reiver Sanmartin 665665 L 56.3
## 813 3 81 Length Jerad Eickhoff 595191 R 4.1
## 1088 3 81 Length Cole Ragans 666142 L 40.0
## 1449 3 81 Length Jorge Alcala 660896 R 59.2
## 1670 3 81 Length Andres Machado 600921 R 59.1
## 1945 3 81 Length Luis Garcia 472610 R 59.2
## 2306 3 81 Length Mitch Moreland 519048 L 1.0
## 2527 3 81 Length John King 667463 L 51.1
## 340 4 37 Leverage Michael Fulmer 605242 R 57.0
## 429 4 37 Leverage Javier Assad 665871 R 108.4
## 807 4 37 Leverage Jacob deGrom 594798 R 64.1
## 9231 4 37 Leverage Vince Velasquez 592826 R 37.1
## 1867 4 37 Leverage Aneurys Zabala 656008 R 2.2
## 1956 4 37 Leverage Paolo Espino 502179 R 4.0
## 2334 4 37 Leverage Adam Eaton 594809 L 1.0
## 2450 4 37 Leverage Joely Rodriguez 570257 L 50.1
## 372 4 55 Leverage Jack Flaherty 656427 R 144.1
## 412 4 55 Leverage Adam Oller 670124 R 19.2
## 775 4 55 Leverage Ryan Feltner 663372 R 6.1
## 1358 4 55 Leverage Akeem Bostick 641384 R 1.0
## 1448 4 55 Leverage Bryan Garcia 650530 R 39.1
## 1899 4 55 Leverage Easton McGee 668834 R 3.0
## 1939 4 55 Leverage Eduardo Escobar 500871 R 3.2
## 2302 4 55 Leverage Oliver Perez 424144 L 3.2
## 347 4 79 Leverage JT Chargois 608638 R 42.1
## 743 4 79 Leverage Sandy Alcantara 645261 R 205.2
## 1374 4 79 Leverage Roel Ramirez 641995 R 0.1
## 1376 4 79 Leverage Dusten Knight 643400 R 8.2
## 14871 4 79 Leverage Jeremy Beasley 676886 R 9.1
## 1509 4 79 Leverage Dauri Moreta 664294 R 3.2
## 1874 4 79 Leverage Alejo Lopez 664670 R 2.2
## 2270 4 79 Leverage Devin Sweet 682967 R 8.2
## 711 4 83 Length Gerrit Cole 543037 R 181.1
## 10421 4 83 Length Reiver Sanmartin 665665 L 11.2
## 1161 4 83 Length Mark Melancon 453343 R 64.2
## 1235 4 83 Length Luke Jackson 592426 R 63.2
## 1300 4 83 Length Daniel Robertson 621002 R 1.0
## 1320 4 83 Length Buck Farmer 571656 R 35.1
## 2238 4 83 Length Brenan Hanifee 669724 R 5.0
## 2569 4 83 Length Aaron Bummer 607481 L 58.1
## 395 4 145 Length Trevor Richards 670950 R 72.2
## 1429 4 145 Length Scott Effross 664123 R 14.2
## 1440 4 145 Length Seranthony Dominguez 622554 R 1.0
## 1443 4 145 Length Trevor Richards 670950 R 64.1
## 1474 4 145 Length Trevor Stephan 663986 R 63.1
## 1501 4 145 Length J.B. Bukauskas 656266 R 17.1
## 1502 4 145 Length Nick Sandlin 680704 R 33.2
## 1504 4 145 Length Eduard Bazardo 660825 R 3.0
## 1516 4 145 Length Kervin Castro 665645 R 13.1
## 1922 4 145 Length Cole Waites 686972 R 5.2
## 222 5 1 Length Reynaldo Lopez 625643 R 65.1
## 4791 5 1 Length Carson Spiers 686730 R 13.0
## 1254 5 1 Length Seth Lugo 607625 R 46.1
## 1343 5 1 Length Jack Mayfield 608686 R 0.1
## 1671 5 1 Length Luis Perdomo 606131 R 23.2
## 1705 5 1 Length Hunter Harvey 640451 R 39.1
## 1719 5 1 Length Victor Arano 644364 R 42.0
## 1830 5 1 Length Jhon Romero 664584 R 5.0
## 1172 5 3 Length Ryan Brasier 518489 R 12.0
## 11951 5 3 Length Hunter Strickland 519326 R 58.2
## 1311 5 3 Length Dillon Maples 596027 R 31.1
## 1313 5 3 Length Andres Machado 600921 R 35.2
## 1353 5 3 Length Devin Williams 642207 R 54.0
## 1360 5 3 Length Stefan Crichton 592233 R 23.1
## 1895 5 3 Length Luis Frias 666818 R 17.0
## 1983 5 3 Length Jace Peterson 607054 R 2.0
## 2248 5 3 Length Cody Bolton 675989 R 21.1
## 2357 5 3 Length Adam Conley 543045 L 19.2
## 226 5 4 Length Julian Merryweather 657240 R 26.2
## 480 5 4 Length Louie Varland 686973 R 68.0
## 845 5 4 Length JT Brubaker 664141 R 144.0
## 1552 5 4 Length Arodys Vizcaino 527055 R 5.2
## 1609 5 4 Length Yimi Garcia 554340 R 61.0
## 1703 5 4 Length Jack Mayfield 608686 R 1.0
## 1728 5 4 Length James Norwood 656803 R 17.1
## 2145 5 4 Length Guillermo Zuniga 670871 R 2.0
## 249 5 12 Length Freddy Peralta 642547 R 77.3
## 251 5 12 Length Tommy Nance 667297 R 43.2
## 506 5 12 Length Drew Smyly 592767 L 126.2
## 556 5 12 Length Packy Naughton 676050 L 22.2
## 1208 5 12 Length Sergio Romo 489265 R 61.2
## 1283 5 12 Length Richard Rodriguez 593144 R 64.1
## 1284 5 12 Length Robert Stephenson 596112 R 46.0
## 2345 5 12 Length Alex Claudio 592222 L 32.2
## 2565 5 12 Length Amir Garrett 607237 L 24.1
## 317 5 25 Length Hayden Wesneski 669713 R 32.3
## 335 5 25 Length John Brebbia 605154 R 37.4
## 663 5 25 Length Josh Fleming 676596 L 51.2
## 1333 5 25 Length Kyle McGowin 641851 R 30.0
## 1475 5 25 Length Jhon Romero 664584 R 4.0
## 19961 5 25 Length Ildemaro Vargas 545121 R 2.0
## 2113 5 25 Length Ryan Helsley 664854 R 36.2
## 2368 5 25 Length Kent Emanuel 592288 L 17.2
## 22 5 34 Length David Robertson 502085 R 12.0
## 63 5 34 Length Corey Knebel 608349 R 25.2
## 168 5 34 Length Luis Patino 672715 R 77.1
## 174 5 34 Length Matt Bush 456713 R 59.2
## 673 5 34 Length Austin Cox 680735 L 35.2
## 1177 5 34 Length Jose Cisnero 542585 R 61.2
## 1180 5 34 Length Craig Kimbrel 518886 R 59.2
## 1260 5 34 Length Chris Devenski 606965 R 7.1
## 1744 5 34 Length Javy Guerra 642770 R 18.0
## 1759 5 34 Length Drew Smith 622098 R 46.0
## 2222 5 34 Length Elvis Peguero 665625 R 61.1
## 2362 5 34 Length Tyler Webb 643778 L 16.1
## 2530 5 34 Length Damon Jones 676103 L 4.2
## 2600 5 34 Length Gregory Soto 642397 L 60.1
## 2641 5 34 Length Brent Headrick 687396 L 25.2
## 7581 5 89 Leverage Shohei Ohtani 660271 R 130.1
## 1178 5 89 Leverage Steve Cishek 518553 R 68.1
## 1287 5 89 Leverage Jharel Cotton 605194 R 30.2
## 1445 5 89 Leverage Jake Rogers 668670 R 1.0
## 19561 5 89 Leverage Paolo Espino 502179 R 4.0
## 2229 5 89 Leverage Max Castillo 666721 R 20.1
## 2246 5 89 Leverage Eduardo Salazar 674285 R 12.1
## 2312 5 89 Leverage Fernando Abad 472551 L 17.2
## 2412 5 89 Leverage Ben Bowden 641386 L 35.2
## 173 5 90 Length Drew Rasmussen 656876 R 76.0
## 315 5 90 Length Spencer Strider 675911 R 131.2
## 376 5 90 Length Trevor Megill 656730 R 34.2
## 1630 5 90 Length Orlando Arcia 606115 R 1.0
## 1646 5 90 Length Tayler Scott 605463 R 12.0
## 1683 5 90 Length Kyle Finnegan 640448 R 66.2
## 1891 5 90 Length Mason Thompson 666168 R 24.2
## 1930 5 90 Length Zach McAllister 502083 R 5.1
## 2007 5 90 Length Clay Holmes 605280 R 63.0
## 2252 5 90 Length Edgar Navarro 679346 R 8.2
## 2471 5 90 Length Paul Fry 643316 L 13.0
## 2511 5 90 Length Darwinzon Hernandez 650382 L 6.2
## 152 5 97 Length Brusdar Graterol 660813 R 33.1
## 307 5 97 Length Penn Murfee 682171 R 69.1
## 414 5 97 Length Brusdar Graterol 660813 R 67.1
## 1185 5 97 Length Ian Kennedy 453178 R 56.1
## 1331 5 97 Length Lou Trivino 642152 R 73.2
## 1351 5 97 Length Yefry Ramirez 606162 R 2.0
## 1565 5 97 Length Yadier Molina 425877 R 2.0
## 1718 5 97 Length Luis Torrens 620443 R 2.0
## 1808 5 97 Length Sheldon Neuse 641914 R 3.2
## 2013 5 97 Length Chris Stratton 608717 R 82.2
## 2031 5 97 Length Harold Castro 605612 R 2.0
## 2090 5 97 Length Domingo Acevedo 642758 R 9.1
## 598 5 133 Length Zach Logue 656657 L 56.3
## 1155 5 133 Length Darren O'Day 503285 R 10.2
## 13581 5 133 Length Akeem Bostick 641384 R 1.0
## 1533 5 133 Length Andrew Wantz 681806 R 27.1
## 2025 5 133 Length Jose Leclerc 600917 R 57.0
## 2035 5 133 Length Giovanny Gallegos 606149 R 55.0
## 2307 5 133 Length Tony Watson 453265 L 57.1
## 2498 5 133 Length Kolby Allard 663465 L 21.0
## 5321 5 146 Leverage Wes Benjamin 605138 L 22.2
## 975 5 146 Leverage Bailey Ober 641927 R 144.1
## 1040 5 146 Leverage Dillon Peters 596071 L 26.2
## 1214 5 146 Leverage Shelby Miller 571946 R 12.2
## 1612 5 146 Leverage Jake Hager 606993 R 2.1
## 2006 5 146 Leverage Carson Kelly 608348 R 2.2
## 2338 5 146 Leverage Josh Osich 592612 L 14.1
## 2504 5 146 Leverage Andrew Vasquez 607755 L 8.2
## 2536 5 146 Leverage Nate Fisher 688010 L 3.0
## 279 5 160 Length Steven Wilson 621051 R 53.0
## 351 5 160 Length Emilio Pagan 641941 R 69.1
## 1336 5 160 Length Jake Newberry 623470 R 4.1
## 13492 5 160 Length Phillips Valdez 570488 R 40.0
## 1356 5 160 Length Ryne Stanek 592773 R 68.1
## 1417 5 160 Length Ryan Meisinger 664682 R 7.1
## 15091 5 160 Length Dauri Moreta 664294 R 3.2
## 1542 5 160 Length Kenley Jansen 445276 R 64.0
## 2055 5 160 Length Kendall Graveman 608665 R 66.1
## 2273 5 160 Length Blair Calvo 663971 R 1.0
## 2499 5 160 Length Kirby Snead 669912 L 44.2
## 2566 5 160 Length Anthony Banda 607455 L 7.0
## 51 5 163 Length John Gant 607231 R 109.3
## 365 5 163 Length Yonny Chirinos 630023 R 84.3
## 552 5 163 Length Lucas Gilbreath 656458 L 42.2
## 630 5 163 Length Matt Strahm 621381 L 87.2
## 1493 5 163 Length Andres Munoz 662253 R 0.2
## 1506 5 163 Length Emmanuel Clase 661403 R 69.2
## 1514 5 163 Length Nick Maton 665155 R 0.1
## 1925 5 163 Length Hirokazu Sawamura 617228 R 50.2
## 2349 5 163 Length Sam Selman 572125 L 25.0
## 2413 5 163 Length Kyle Dohy 675971 L 1.0
## 2629 5 163 Length Joe La Sorsa 686747 L 32.2
## 48 5 186 Length Pierce Johnson 572955 R 58.2
## 246 5 186 Length Scott Effross 664123 R 56.2
## 1428 5 186 Length Julian Fernandez 642759 R 6.2
## 14872 5 186 Length Jeremy Beasley 676886 R 9.1
## 1503 5 186 Length Manuel Rodriguez 655889 R 17.2
## 16981 5 186 Length Keynan Middleton 641871 R 17.0
## 1700 5 186 Length Adam Cimber 643256 R 70.2
## 2169 5 186 Length Bligh Madris 676632 R 1.0
## 2178 5 186 Length Eli Morgan 669212 R 67.1
## 2626 5 186 Length Jose A. Ferrer 678606 L 34.0
## 3951 5 192 Length Trevor Richards 670950 R 72.2
## 1270 5 192 Length Colten Brewer 605155 R 1.0
## 1315 5 192 Length Keone Kela 605309 R 10.2
## 1381 5 192 Length Josh James 657624 R 5.0
## 16531 5 192 Length Matt Reynolds 608703 R 1.1
## 1661 5 192 Length J.B. Wendelken 605525 R 29.0
## 2027 5 192 Length Carlos Estevez 608032 R 62.1
## 2128 5 192 Length Jacob Webb 657097 R 53.2
## 1220 5 193 Length Jake Petricka 502593 R 6.0
## 1369 5 193 Length Jordan Luplow 656669 R 1.0
## 1392 5 193 Length Edgar Santana 650828 R 42.2
## 1751 5 193 Length Tanner Rainey 663432 R 30.0
## 1988 5 193 Length Michael Kelly 547184 R 16.2
## 2153 5 193 Length Bryan Baker 641329 R 45.0
## 2167 5 193 Length Rico Garcia 670329 R 11.2
## 2437 5 193 Length Tommy Milone 543548 L 16.2
## 2454 5 193 Length Danny Coulombe 543056 L 12.1
## 2578 5 193 Length Jose Alvarado 621237 L 41.1
## 1097 5 212 Length Clayton Kershaw 477132 L 131.2
## 1209 5 212 Length Chaz Roe 475054 R 0.2
## 1335 5 212 Length Jimmie Sherfy 642073 R 15.0
## 1975 5 212 Length Luke Jackson 592426 R 33.1
## 2187 5 212 Length Steven Wilson 621051 R 53.0
## 2259 5 212 Length Kyle Leahy 681517 R 1.2
## 2341 5 212 Length Alberto Baldonado 593604 L 10.2
## 2453 5 212 Length Andrew Chafin 605177 L 57.1
## 2522 5 212 Length Nick Vespi 663989 L 26.1
## 574 5 219 Leverage Ryan Yarbrough 642232 L 79.3
## 590 5 219 Leverage Keegan Akin 669211 L 81.2
## 983 5 219 Leverage Logan Gilbert 669302 R 190.2
## 1013 5 219 Leverage Madison Bumgarner 518516 L 146.1
## 2076 5 219 Leverage Isiah Kiner-Falefa 643396 R 4.0
## 2158 5 219 Leverage Ryder Ryan 656924 R 1.0
## 2177 5 219 Leverage Chad Smith 663385 R 13.2
## 2324 5 219 Leverage Rex Brothers 571521 L 53.0
## 182 5 237 Length Bryan Shaw 543766 R 58.1
## 212 5 237 Length Duane Underwood Jr. 621249 R 57.1
## 333 5 237 Length Adrian Houser 605288 R 111.1
## 609 5 237 Length Kris Bubic 663460 L 129.0
## 1162 5 237 Length Tyler Chatwood 543022 R 32.0
## 1286 5 237 Length Clay Holmes 605280 R 70.0
## 1426 5 237 Length Josh Staumont 622251 R 65.2
## 1611 5 237 Length Domingo Tapia 593619 R 17.0
## 1882 5 237 Length Peter Strzelecki 657265 R 35.0
## 1958 5 237 Length Joe Kelly 523260 R 39.1
## 2038 5 237 Length Kyle Finnegan 640448 R 69.1
## 2467 5 237 Length Tim Mayza 641835 L 48.2
## 756 5 239 Leverage Connor Seabold 657756 R 3.0
## 780 5 239 Leverage Logan Gilbert 669302 R 119.1
## 991 5 239 Leverage Brady Singer 663903 R 159.2
## 1305 5 239 Leverage Jose Ruiz 614179 R 65.0
## 1373 5 239 Leverage Luis Guillorme 641645 R 1.0
## 1459 5 239 Leverage Matt Foster 641582 R 39.0
## 1594 5 239 Leverage Andrelton Simmons 592743 R 1.0
## 1860 5 239 Leverage Kody Clemens 665019 R 7.0
## 613 5 240 Length Angel Zerpa 672582 L 11.0
## 1108 5 240 Length Max Fried 608331 L 77.2
## 2279 5 240 Length Cole Waites 686972 R 2.1
## 2310 5 240 Length Anthony Rizzo 519203 L 0.2
## 2333 5 240 Length Grant Dayton 594795 L 13.0
## 2348 5 240 Length Hoby Milner 571948 L 21.2
## 2372 5 240 Length Sam Clay 621348 L 45.0
## 2526 5 240 Length Brendon Little 663893 L 0.2
## 2574 5 240 Length Matt Gage 657424 L 6.2
## 111 5 258 Length Thomas Eshelman 664045 R 27.2
## 1438 5 258 Length Tommy Nance 667297 R 28.2
## 15041 5 258 Length Eduard Bazardo 660825 R 3.0
## 1811 5 258 Length Mike Brosseau 670712 R 3.0
## 2092 5 258 Length Sam Coonrod 656322 R 6.2
## 2131 5 258 Length Nicky Lopez 670032 R 2.1
## 2410 5 258 Length Dylan Lee 669276 L 2.0
## 2539 5 258 Length Matt Moore 519043 L 52.2
## 1111 5 258 Leverage Thomas Eshelman 664045 R 27.2
## 14381 5 258 Leverage Tommy Nance 667297 R 28.2
## 15042 5 258 Leverage Eduard Bazardo 660825 R 3.0
## 18111 5 258 Leverage Mike Brosseau 670712 R 3.0
## 20921 5 258 Leverage Sam Coonrod 656322 R 6.2
## 21311 5 258 Leverage Nicky Lopez 670032 R 2.1
## 24101 5 258 Leverage Dylan Lee 669276 L 2.0
## 25391 5 258 Leverage Matt Moore 519043 L 52.2
## 529 9 94 Length Travis Bergen 664157 L 10.2
## 638 9 94 Length Ryan Borucki 621366 L 39.4
## 951 9 94 Length Tyler Mahle 641816 R 25.2
## 1505 9 94 Length Oliver Ortega 661383 R 9.1
## 1614 9 94 Length Jacob Barnes 606930 R 22.1
## 1927 9 94 Length Tommy Hunter 488984 R 23.2
## 2481 9 94 Length Eric Stout 657770 L 22.1
## 2590 9 94 Length A.J. Minter 621345 L 64.2
## 467 11 26 Length Ryan Pepiot 686752 R 42.0
## year FA_pct SL_pct CT_pct CB_pct CH_pct SF_pct
## 479 2023 0.43479688 0.20751875 0.22866875 NA 0.128962500 NA
## 532 2021 0.43439196 0.28870357 NA 0.14979107 0.127139286 NA
## 1032 2021 0.60230000 0.15570000 NA NA 0.241900000 NA
## 1042 2021 0.48070000 0.27620000 NA NA 0.243100000 NA
## 1047 2021 0.48810000 0.14290000 NA 0.13100000 0.238100000 NA
## 1964 2023 0.43230000 0.14410000 0.36680000 NA NA 0.05680000
## 2148 2023 1.00000000 NA NA NA NA NA
## 2154 2023 1.00000000 NA NA NA NA NA
## 2192 2023 0.21050000 0.15790000 0.50000000 NA 0.131600000 NA
## 2241 2023 0.56290000 0.21560000 NA NA 0.221600000 NA
## 447 2023 0.41400000 0.03519884 NA NA NA 0.55080116
## 490 2021 0.52866135 NA 0.20300859 0.01959018 0.248739877 NA
## 496 2021 0.40132081 NA 0.26525385 0.10834480 0.225158371 NA
## 923 2023 0.42920000 0.44920000 NA NA 0.121500000 NA
## 1038 2021 0.57130000 NA NA 0.30810000 0.120600000 NA
## 1960 2023 1.00000000 NA NA NA NA NA
## 1984 2023 0.54630000 0.43410000 NA NA 0.019500000 NA
## 1996 2023 1.00000000 NA NA NA NA NA
## 2009 2023 0.50630000 0.34180000 NA NA 0.151900000 NA
## 2051 2023 0.70890000 0.29110000 NA NA NA NA
## 2085 2023 0.45530000 0.37460000 NA 0.02590000 NA 0.14410000
## 342 2023 0.40169773 0.37579848 NA NA 0.222503788 NA
## 362 2023 0.41107441 0.07615251 0.32095620 NA NA 0.19189393
## 896 2022 0.58790000 0.27880000 NA 0.07270000 0.060600000 NA
## 1195 2021 0.56890000 0.40860000 NA NA NA 0.02250000
## 1389 2021 0.51630000 0.48370000 NA NA NA NA
## 1393 2021 0.65630000 NA NA 0.34380000 NA NA
## 1463 2021 0.56860000 0.14960000 NA NA 0.281800000 NA
## 1767 2022 0.48900000 0.49340000 NA NA 0.017600000 NA
## 2587 2023 0.55220000 0.44780000 NA NA NA NA
## 2607 2023 0.54550000 0.14050000 0.27690000 NA 0.037200000 NA
## 137 2021 0.40686751 0.27155523 NA 0.10946390 0.212116606 NA
## 258 2022 0.44572549 0.33022108 NA 0.08202598 0.142112255 NA
## 377 2023 0.66506747 0.05429639 NA NA 0.280685542 NA
## 1581 2022 1.00000000 NA NA NA NA NA
## 1640 2022 0.42640000 0.46510000 NA 0.10850000 NA NA
## 2382 2021 0.54250000 0.24620000 NA 0.21130000 NA NA
## 2503 2022 0.77520000 0.22480000 NA NA NA NA
## 2622 2023 0.65300000 0.32880000 NA NA 0.018300000 NA
## 69 2021 0.38162603 0.31550667 0.30115778 NA 0.001709524 NA
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## 1101 2023 0.58560000 0.35040000 NA NA 0.064000000 NA
## 1268 2021 0.70470000 NA NA 0.15530000 0.140100000 NA
## 1279 2021 0.62830000 NA 0.13100000 NA 0.240700000 NA
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## 1330 2021 0.54520000 0.28020000 NA 0.08410000 0.090500000 NA
## 2104 2023 1.00000000 NA NA NA NA NA
## 2314 2021 0.73040000 0.26960000 NA NA NA NA
## 2381 2021 0.48800000 0.46140000 NA 0.05060000 NA NA
## 55 2021 0.60105319 0.12622031 NA 0.10416963 0.168574855 NA
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## 1439 2021 0.70000000 0.30000000 NA NA NA NA
## 1617 2022 0.50880000 0.13440000 NA 0.34010000 0.016700000 NA
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## 1737 2022 0.43280000 0.34630000 NA NA 0.220900000 NA
## 1926 2022 0.65040000 0.01870000 0.07620000 0.04490000 0.209700000 NA
## 2300 2023 0.66670000 0.15150000 NA 0.18180000 NA NA
## 238 2022 0.55562795 0.22498734 NA 0.15452795 0.064760699 NA
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## 1159 2021 0.37780000 0.28890000 0.33330000 NA NA NA
## 1253 2021 1.00000000 NA NA NA NA NA
## 1387 2021 0.50570000 0.28740000 NA NA 0.206900000 NA
## 1450 2021 0.75000000 NA NA NA NA 0.25000000
## 1915 2022 0.69050000 0.28570000 NA NA NA 0.02380000
## 2483 2022 0.50000000 0.50000000 NA NA NA NA
## 612 2022 0.54581863 0.10884037 NA 0.23311553 0.112139130 NA
## 1229 2021 1.00000000 NA NA NA NA NA
## 1231 2021 0.42110000 0.23680000 0.19300000 0.11400000 0.035100000 NA
## 1349 2021 0.40350000 0.10530000 NA NA 0.491200000 NA
## 1553 2022 0.55740000 0.42940000 NA NA 0.013200000 NA
## 1660 2022 0.62030000 0.37970000 NA NA NA NA
## 1663 2022 0.36570000 0.06910000 NA 0.00380000 0.219900000 0.34140000
## 1959 2023 1.00000000 NA NA NA NA NA
## 6121 2022 0.54581863 0.10884037 NA 0.23311553 0.112139130 NA
## 12291 2021 1.00000000 NA NA NA NA NA
## 12311 2021 0.42110000 0.23680000 0.19300000 0.11400000 0.035100000 NA
## 13491 2021 0.40350000 0.10530000 NA NA 0.491200000 NA
## 15531 2022 0.55740000 0.42940000 NA NA 0.013200000 NA
## 16601 2022 0.62030000 0.37970000 NA NA NA NA
## 16631 2022 0.36570000 0.06910000 NA 0.00380000 0.219900000 0.34140000
## 19591 2023 1.00000000 NA NA NA NA NA
## 476 2023 0.49932368 0.22108158 0.13127237 NA 0.148418421 NA
## 527 2021 0.50954151 0.23858679 NA 0.24869623 NA NA
## 576 2022 0.55855075 0.32594701 NA 0.10661119 0.008881343 NA
## 2047 2023 1.00000000 NA NA NA NA NA
## 2118 2023 0.60550000 0.30470000 NA NA 0.089800000 NA
## 2133 2023 0.58690000 0.13010000 0.06170000 NA 0.221300000 NA
## 2134 2023 1.00000000 NA NA NA NA NA
## 2139 2023 0.59410000 0.40590000 NA NA NA NA
## 2181 2023 0.48190000 0.51810000 NA NA NA NA
## 2190 2023 0.54660000 NA 0.26690000 0.14410000 0.042400000 NA
## 2205 2023 0.68040000 0.31960000 NA NA NA NA
## 2206 2023 0.57070000 0.26830000 NA NA 0.161000000 NA
## 758 2021 0.44010000 0.21760000 0.12630000 0.03600000 NA 0.18010000
## 820 2022 0.53800000 0.01000000 0.06110000 0.05850000 0.332500000 NA
## 1535 2021 0.64160000 NA NA 0.35840000 NA NA
## 1546 2022 0.60550000 0.29010000 NA 0.10440000 NA NA
## 1555 2022 0.32960000 0.41680000 NA NA 0.253600000 NA
## 1618 2022 0.43480000 0.27540000 0.28990000 NA NA NA
## 1684 2022 0.69810000 0.03020000 NA 0.27170000 NA NA
## 1740 2022 0.45640000 0.48210000 NA NA NA 0.06150000
## 1746 2022 0.51950000 0.42860000 NA 0.03900000 0.013000000 NA
## 2515 2022 0.60230000 0.39770000 NA NA NA NA
## 2577 2023 0.61760000 0.31290000 NA NA 0.069500000 NA
## 537 2021 0.51749565 0.35038261 NA NA 0.132036957 NA
## 960 2023 0.43160000 0.38630000 NA 0.15170000 0.030300000 NA
## 1068 2022 0.41770000 0.03540000 0.10130000 0.21010000 0.235400000 NA
## 12531 2021 1.00000000 NA NA NA NA NA
## 1301 2021 0.32690000 0.29300000 0.35840000 NA 0.021800000 NA
## 1487 2021 0.55560000 0.24750000 NA 0.01010000 NA 0.18690000
## 1508 2021 0.60730000 0.14370000 0.24900000 NA NA NA
## 1735 2022 0.49150000 0.30510000 NA 0.10170000 0.101700000 NA
## 2294 2023 0.41820000 0.58180000 NA NA NA NA
## 805 2022 0.51810000 NA NA 0.26510000 0.216900000 NA
## 1563 2022 0.81430000 NA 0.02080000 0.05770000 0.008100000 0.09920000
## 1576 2022 1.00000000 NA NA NA NA NA
## 1578 2022 0.50360000 0.00730000 NA NA NA 0.48910000
## 1588 2022 0.40000000 NA 0.40000000 0.20000000 NA NA
## 1606 2022 0.31990000 0.35810000 NA NA 0.322000000 NA
## 1644 2022 0.95590000 0.01470000 NA NA 0.029400000 NA
## 1650 2022 0.46040000 0.45320000 0.08630000 NA NA NA
## 1655 2022 0.77780000 NA NA 0.16670000 NA NA
## 1679 2022 0.53350000 0.36970000 NA NA 0.096700000 NA
## 1698 2022 0.50620000 0.32370000 NA NA 0.170100000 NA
## 1712 2022 0.60870000 NA NA NA NA NA
## 1722 2022 0.53750000 0.43970000 NA NA 0.022800000 NA
## 1745 2022 0.43250000 0.36200000 NA NA 0.205500000 NA
## 2562 2023 0.41470000 0.15890000 NA NA 0.426400000 NA
## 366 2023 0.43709183 0.03631758 0.21481723 0.11157389 0.200199467 NA
## 389 2023 0.48172222 0.26577222 NA NA 0.252505556 NA
## 424 2023 0.36810000 0.24597333 NA 0.38592667 NA NA
## 1627 2022 1.00000000 NA NA NA NA NA
## 1668 2022 0.60240000 0.05120000 0.12930000 0.21610000 NA 0.00090000
## 2123 2023 1.00000000 NA NA NA NA NA
## 2146 2023 0.75040000 0.23340000 NA NA NA 0.01620000
## 21811 2023 0.48190000 0.51810000 NA NA NA NA
## 231 2022 0.29348125 0.03351250 0.30328125 0.17511875 0.194618750 NA
## 592 2022 0.41144687 0.26379844 NA NA 0.324754688 NA
## 813 2022 0.22890000 0.44580000 NA 0.24100000 0.084300000 NA
## 1088 2022 0.44480000 NA 0.16430000 0.06230000 0.328600000 NA
## 1449 2021 0.43500000 0.40850000 NA NA 0.156500000 NA
## 1670 2022 0.64490000 0.19960000 NA NA 0.155500000 NA
## 1945 2023 0.57240000 0.34620000 NA NA NA 0.08130000
## 2306 2021 0.76470000 NA NA 0.11760000 0.117600000 NA
## 2527 2022 0.52270000 0.14270000 0.08800000 NA 0.246700000 NA
## 340 2023 0.39696456 0.22069367 NA 0.30711139 NA NA
## 429 2023 0.50233987 0.13333964 0.27188753 0.05199243 0.040389755 NA
## 807 2022 0.47450000 0.39260000 NA 0.05110000 0.081900000 NA
## 9231 2023 0.42920000 0.44920000 NA NA 0.121500000 NA
## 1867 2022 0.51160000 NA NA 0.13950000 0.348800000 NA
## 1956 2023 0.35640000 0.36630000 NA 0.23760000 0.039600000 NA
## 2334 2021 0.76190000 0.14290000 NA 0.09520000 NA NA
## 2450 2022 0.55340000 0.05940000 NA NA 0.387200000 NA
## 372 2023 0.44004692 0.24194385 NA 0.19413538 NA NA
## 412 2023 0.45039505 0.37947723 0.12040495 NA 0.049722772 NA
## 775 2021 0.53520000 0.29580000 0.00700000 0.08450000 0.077500000 NA
## 1358 2021 0.35710000 0.07140000 NA 0.07140000 NA 0.50000000
## 1448 2021 0.55810000 0.26400000 NA NA 0.177800000 NA
## 1899 2022 0.34780000 0.41300000 0.13040000 0.04350000 0.065200000 NA
## 1939 2023 1.00000000 NA NA NA NA NA
## 2302 2021 0.67860000 0.32140000 NA NA NA NA
## 347 2023 0.58470000 0.41530000 NA NA NA NA
## 743 2021 0.49980000 0.23970000 NA 0.02750000 0.233000000 NA
## 1374 2021 0.64290000 0.21430000 NA 0.07140000 NA 0.07140000
## 1376 2021 0.38710000 0.00540000 NA 0.27420000 0.333300000 NA
## 14871 2021 0.55560000 0.24750000 NA 0.01010000 NA 0.18690000
## 1509 2021 0.71930000 0.15790000 NA NA 0.122800000 NA
## 1874 2022 1.00000000 NA NA NA NA NA
## 2270 2023 0.50000000 0.25300000 NA NA 0.247000000 NA
## 711 2021 0.47960000 0.22160000 NA 0.15700000 0.141800000 NA
## 10421 2021 0.48070000 0.27620000 NA NA 0.243100000 NA
## 1161 2021 0.10640000 NA 0.54700000 0.34470000 0.001900000 NA
## 1235 2021 0.35640000 0.51660000 NA 0.12700000 NA NA
## 1300 2021 1.00000000 NA NA NA NA NA
## 1320 2021 0.47660000 NA NA 0.26720000 0.256200000 NA
## 2238 2023 0.53930000 0.19100000 0.07870000 NA 0.191000000 NA
## 2569 2023 0.50960000 0.38130000 0.10460000 NA 0.004500000 NA
## 395 2023 0.43411111 NA NA NA 0.565888889 NA
## 1429 2021 0.59010000 0.31080000 NA NA 0.099100000 NA
## 1440 2021 0.71430000 0.28570000 NA NA NA NA
## 1443 2021 0.56830000 0.13760000 NA NA 0.294100000 NA
## 1474 2021 0.59750000 0.32150000 NA NA 0.081000000 NA
## 1501 2021 0.47200000 0.41960000 NA NA 0.108400000 NA
## 1502 2021 0.51410000 0.46430000 NA NA NA 0.02160000
## 1504 2021 0.34620000 0.01920000 NA 0.63460000 NA NA
## 1516 2021 0.74630000 NA NA 0.25370000 NA NA
## 1922 2022 0.70190000 0.29810000 NA NA NA NA
## 222 2022 0.54965039 0.32412362 NA 0.07849961 0.047729134 NA
## 4791 2023 0.43479688 0.20751875 0.22866875 NA 0.128962500 NA
## 1254 2021 0.54110000 0.14380000 NA 0.28490000 0.030100000 NA
## 1343 2021 1.00000000 NA NA NA NA NA
## 1671 2022 0.56140000 0.27720000 NA NA 0.161400000 NA
## 1705 2022 0.77910000 0.00450000 NA 0.06660000 NA 0.14980000
## 1719 2022 0.53100000 0.46900000 NA NA NA NA
## 1830 2022 0.54440000 0.30000000 NA NA 0.155600000 NA
## 1172 2021 0.68530000 0.25890000 NA 0.05580000 NA NA
## 11951 2021 0.56890000 0.40860000 NA NA NA 0.02250000
## 1311 2021 0.51680000 0.35930000 NA 0.12390000 NA NA
## 1313 2021 0.70810000 0.19140000 NA NA 0.100500000 NA
## 1353 2021 0.34740000 0.01410000 NA NA 0.638500000 NA
## 1360 2021 0.68910000 0.27860000 NA NA 0.032300000 NA
## 1895 2022 0.62360000 0.02530000 NA 0.30060000 0.050600000 NA
## 1983 2023 1.00000000 NA NA NA NA NA
## 2248 2023 0.54730000 0.28790000 NA NA 0.164800000 NA
## 2357 2021 0.54050000 0.17230000 NA NA 0.287200000 NA
## 226 2022 0.51575042 0.34014622 NA NA 0.096300000 NA
## 480 2023 0.43545406 0.13275830 0.31861237 NA 0.113090106 NA
## 845 2022 0.47860000 0.31020000 NA 0.16040000 0.050800000 NA
## 1552 2022 0.59130000 NA NA 0.39130000 0.017400000 NA
## 1609 2022 0.58810000 0.16650000 0.17230000 NA 0.073100000 NA
## 1703 2022 1.00000000 NA NA NA NA NA
## 1728 2022 0.49730000 0.09460000 NA NA NA 0.40810000
## 2145 2023 0.55810000 0.39530000 NA NA 0.046500000 NA
## 249 2022 0.54939306 0.18293186 NA 0.16365268 0.103922397 NA
## 251 2022 0.42201837 0.17935510 NA 0.39862653 NA NA
## 506 2021 0.46404121 NA 0.11462912 0.42132967 NA NA
## 556 2021 0.56724722 0.13513981 NA NA 0.275479630 NA
## 1208 2021 0.33370000 0.55700000 NA NA 0.109300000 NA
## 1283 2021 0.86120000 0.13880000 NA NA NA NA
## 1284 2021 0.49410000 0.46280000 NA 0.03520000 0.007800000 NA
## 2345 2021 0.48380000 0.27090000 NA NA 0.245300000 NA
## 2565 2023 0.55460000 0.44540000 NA NA NA NA
## 317 2022 0.47726667 0.31694545 0.12543485 NA 0.080353030 NA
## 335 2023 0.45907143 0.53945466 NA NA NA NA
## 663 2023 0.48900905 NA NA 0.22302760 0.287963348 NA
## 1333 2021 0.31330000 0.68670000 NA NA NA NA
## 1475 2021 0.64100000 0.21790000 NA NA 0.141000000 NA
## 19961 2023 1.00000000 NA NA NA NA NA
## 2113 2023 0.56180000 NA 0.36570000 0.07250000 NA NA
## 2368 2021 0.52500000 0.28330000 NA NA 0.191700000 NA
## 22 2021 NA NA 0.73572800 0.25947800 NA NA
## 63 2021 0.58017327 NA NA 0.41982673 NA NA
## 168 2021 0.63751021 0.26163634 NA 0.05141441 0.049348649 NA
## 174 2022 0.49419344 0.15408402 NA 0.35181393 NA NA
## 673 2023 0.48733893 0.21085235 NA 0.15174430 0.150032886 NA
## 1177 2021 0.65980000 0.28020000 NA NA 0.060000000 NA
## 1180 2021 0.59030000 NA NA 0.40970000 NA NA
## 1260 2021 0.33790000 0.12410000 NA 0.05520000 0.482800000 NA
## 1744 2022 0.70610000 0.29390000 NA NA NA NA
## 1759 2022 0.52560000 0.35510000 NA 0.06410000 0.055100000 NA
## 2222 2023 0.49070000 0.50930000 NA NA NA NA
## 2362 2021 0.67860000 0.13520000 NA NA 0.186200000 NA
## 2530 2022 0.62860000 0.37140000 NA NA NA NA
## 2600 2023 0.60770000 0.39030000 NA NA 0.002100000 NA
## 2641 2023 0.56280000 0.38060000 NA NA 0.056700000 NA
## 7581 2021 0.44010000 0.21760000 0.12630000 0.03600000 NA 0.18010000
## 1178 2021 0.61040000 0.38730000 NA NA 0.002400000 NA
## 1287 2021 0.46210000 0.13860000 0.01290000 0.08320000 0.303100000 NA
## 1445 2021 1.00000000 NA NA NA NA NA
## 19561 2023 0.35640000 0.36630000 NA 0.23760000 0.039600000 NA
## 2229 2023 0.42400000 0.31580000 NA NA 0.260200000 NA
## 2246 2023 0.63180000 0.31800000 NA NA 0.050200000 NA
## 2312 2021 0.52510000 0.05690000 NA 0.25750000 0.160500000 NA
## 2412 2021 0.70920000 0.10530000 NA NA 0.185500000 NA
## 173 2021 0.64775993 0.30215603 NA 0.02585928 0.024224756 NA
## 315 2022 0.66990814 0.28228750 NA NA 0.047786364 NA
## 376 2023 0.72101284 NA NA 0.27898716 NA NA
## 1630 2022 1.00000000 NA NA NA NA NA
## 1646 2022 0.41960000 0.56470000 NA NA 0.015700000 NA
## 1683 2022 0.78800000 0.12170000 NA NA NA 0.09030000
## 1891 2022 0.74730000 0.23910000 NA NA 0.013600000 NA
## 1930 2023 0.56910000 0.07320000 0.28460000 NA NA 0.07320000
## 2007 2023 0.69530000 0.30470000 NA NA NA NA
## 2252 2023 0.62000000 0.35330000 NA NA 0.026700000 NA
## 2471 2022 0.50000000 0.50000000 NA NA NA NA
## 2511 2022 0.60990000 0.25820000 NA 0.13190000 NA NA
## 152 2021 0.61115667 0.31373333 NA NA NA NA
## 307 2022 0.48962353 0.51037647 NA NA NA NA
## 414 2023 0.54308016 0.24003813 0.21688171 NA NA NA
## 1185 2021 0.82540000 NA 0.03890000 0.05120000 0.084500000 NA
## 1331 2021 0.60490000 NA 0.15630000 0.11470000 0.124000000 NA
## 1351 2021 0.39130000 0.26090000 NA 0.08700000 0.260900000 NA
## 1565 2022 0.47500000 NA NA 0.52500000 NA NA
## 1718 2022 0.91180000 0.02940000 NA NA NA 0.02940000
## 1808 2022 0.69700000 NA NA NA NA NA
## 2013 2023 0.54680000 0.19310000 NA 0.18790000 0.072200000 NA
## 2031 2023 1.00000000 NA NA NA NA NA
## 2090 2023 0.41710000 0.38860000 NA NA 0.194300000 NA
## 598 2022 0.49824669 0.15711907 0.20830545 NA 0.136328794 NA
## 1155 2021 0.51320000 0.48680000 NA NA NA NA
## 13581 2021 0.35710000 0.07140000 NA 0.07140000 NA 0.50000000
## 1533 2021 0.45550000 0.17390000 0.29400000 NA 0.076600000 NA
## 2025 2023 0.39100000 0.16170000 NA NA 0.133100000 0.31420000
## 2035 2023 0.50170000 0.46320000 NA NA 0.035100000 NA
## 2307 2021 0.42610000 0.24130000 NA NA 0.332600000 NA
## 2498 2022 0.53180000 NA 0.22070000 0.05350000 0.194000000 NA
## 5321 2021 0.43439196 0.28870357 NA 0.14979107 0.127139286 NA
## 975 2023 0.45680000 0.19640000 NA 0.06660000 0.280200000 NA
## 1040 2021 0.51690000 NA NA 0.16250000 0.320500000 NA
## 1214 2021 0.63370000 0.14290000 0.22340000 NA NA NA
## 1612 2022 1.00000000 NA NA NA NA NA
## 2006 2023 1.00000000 NA NA NA NA NA
## 2338 2021 0.10390000 NA 0.64940000 0.05630000 0.190500000 NA
## 2504 2022 0.28760000 0.71240000 NA NA NA NA
## 2536 2022 0.48000000 0.34000000 NA 0.04000000 0.140000000 NA
## 279 2022 0.52172103 0.42228925 NA NA 0.056086916 NA
## 351 2023 0.54983846 0.30123407 NA NA NA 0.12340989
## 1336 2021 0.44000000 0.52000000 NA NA 0.040000000 NA
## 13492 2021 0.40350000 0.10530000 NA NA 0.491200000 NA
## 1356 2021 0.59690000 0.18520000 NA NA NA 0.21780000
## 1417 2021 0.58390000 0.34230000 NA NA 0.073800000 NA
## 15091 2021 0.71930000 0.15790000 NA NA 0.122800000 NA
## 1542 2022 0.22470000 0.13120000 0.64410000 NA NA NA
## 2055 2023 0.61850000 0.27290000 NA 0.01800000 0.090700000 NA
## 2273 2023 0.45450000 0.54550000 NA NA NA NA
## 2499 2022 0.55510000 0.37440000 NA NA 0.070500000 NA
## 2566 2023 0.63130000 0.01250000 NA 0.10630000 0.250000000 NA
## 51 2021 0.49125804 0.15327067 0.07396151 0.05552790 0.225899796 NA
## 365 2023 0.48138692 0.25626213 NA NA NA 0.26235095
## 552 2021 0.63038649 0.34755676 NA NA NA 0.02205676
## 630 2023 0.63885385 0.23629231 0.12039231 NA NA NA
## 1493 2021 0.70590000 0.29410000 NA NA NA NA
## 1506 2021 0.70100000 0.29900000 NA NA NA NA
## 1514 2021 1.00000000 NA NA NA NA NA
## 1925 2022 0.48930000 0.13720000 NA NA NA 0.37350000
## 2349 2021 0.55470000 0.44530000 NA NA NA NA
## 2413 2021 0.90000000 NA NA NA 0.100000000 NA
## 2629 2023 0.50740000 0.45190000 NA NA 0.040700000 NA
## 48 2021 0.32446967 NA NA 0.67553033 NA NA
## 246 2022 0.45288865 0.40237511 NA NA NA NA
## 1428 2021 0.84620000 NA NA NA 0.153800000 NA
## 14872 2021 0.55560000 0.24750000 NA 0.01010000 NA 0.18690000
## 1503 2021 0.71670000 NA NA 0.28330000 NA NA
## 16981 2022 0.50620000 0.32370000 NA NA 0.170100000 NA
## 1700 2022 0.64620000 0.35380000 NA NA NA NA
## 2169 2023 1.00000000 NA NA NA NA NA
## 2178 2023 0.40500000 0.27750000 NA NA 0.317500000 NA
## 2626 2023 0.71910000 0.04290000 NA NA 0.237900000 NA
## 3951 2023 0.43411111 NA NA NA 0.565888889 NA
## 1270 2021 NA 0.23330000 0.56670000 0.20000000 NA NA
## 1315 2021 0.53200000 NA NA 0.46310000 0.004900000 NA
## 1381 2021 0.57970000 0.26090000 NA NA 0.159400000 NA
## 16531 2022 0.61900000 NA NA 0.04760000 0.047600000 NA
## 1661 2022 0.60250000 0.22540000 NA 0.01020000 0.161900000 NA
## 2027 2023 0.66810000 0.27060000 NA NA 0.061200000 NA
## 2128 2023 0.48490000 0.23490000 NA NA 0.280200000 NA
## 1220 2021 0.53330000 0.11110000 NA NA 0.355600000 NA
## 1369 2021 1.00000000 NA NA NA NA NA
## 1392 2021 0.64920000 0.35080000 NA NA NA NA
## 1751 2022 0.70440000 0.28600000 NA NA 0.009600000 NA
## 1988 2023 0.30150000 0.53310000 0.16540000 NA NA NA
## 2153 2023 0.56890000 0.28570000 NA 0.00130000 0.144100000 NA
## 2167 2023 0.55430000 NA NA 0.20600000 0.239700000 NA
## 2437 2022 0.42020000 0.07560000 NA 0.11760000 0.386600000 NA
## 2454 2022 0.37830000 0.27830000 NA 0.14780000 0.195700000 NA
## 2578 2023 0.58760000 0.41240000 NA NA NA NA
## 1097 2023 0.37170000 0.43340000 NA 0.17520000 NA 0.01970000
## 1209 2021 0.47830000 0.52170000 NA NA NA NA
## 1335 2021 0.35220000 0.63910000 NA NA 0.008700000 NA
## 1975 2023 0.27430000 0.69900000 NA 0.02670000 NA NA
## 2187 2023 0.36350000 0.60020000 0.00430000 NA 0.032000000 NA
## 2259 2023 0.48280000 0.46550000 NA 0.05170000 NA NA
## 2341 2021 0.60470000 0.34420000 NA NA 0.051200000 NA
## 2453 2022 0.67740000 0.31920000 NA NA 0.003300000 NA
## 2522 2022 0.47310000 0.36550000 NA 0.16140000 NA NA
## 574 2022 0.18731690 0.27003352 0.30354986 NA 0.239099718 NA
## 590 2022 0.52054802 0.29517264 NA NA 0.180206991 NA
## 983 2023 0.42140000 0.29610000 NA 0.13420000 NA 0.14820000
## 1013 2021 0.36490000 0.34000000 NA 0.21670000 0.078500000 NA
## 2076 2023 1.00000000 NA NA NA NA NA
## 2158 2023 0.46150000 0.53850000 NA NA NA NA
## 2177 2023 0.55650000 0.41530000 NA NA 0.028200000 NA
## 2324 2021 0.65530000 0.34470000 NA NA NA NA
## 182 2022 0.05593946 0.05974483 0.76634330 0.08181188 0.028947893 NA
## 212 2022 0.37046834 NA 0.27691737 0.13355251 0.219159846 NA
## 333 2023 0.70944532 0.16489085 NA 0.08644636 0.039217464 NA
## 609 2022 0.50535315 NA NA 0.21700102 0.277645145 NA
## 1162 2021 0.53980000 NA 0.36210000 0.06260000 0.035500000 NA
## 1286 2021 0.58990000 0.27580000 NA 0.13430000 NA NA
## 1426 2021 0.65330000 NA NA 0.34670000 NA NA
## 1611 2022 0.68320000 0.15430000 NA NA 0.162500000 NA
## 1882 2022 0.53220000 0.33220000 NA NA 0.135500000 NA
## 1958 2023 0.46490000 0.23030000 NA 0.19800000 0.106700000 NA
## 2038 2023 0.69980000 0.05150000 NA NA NA 0.24860000
## 2467 2022 0.82630000 0.17370000 NA NA NA NA
## 756 2021 0.62790000 0.20930000 NA 0.04650000 0.116300000 NA
## 780 2021 0.61510000 0.23910000 NA 0.06820000 0.077600000 NA
## 991 2023 0.51000000 0.42570000 NA NA 0.064300000 NA
## 1305 2021 0.59500000 0.01450000 NA 0.35490000 0.035700000 NA
## 1373 2021 1.00000000 NA NA NA NA NA
## 1459 2021 0.63790000 0.10430000 0.03290000 NA 0.225000000 NA
## 1594 2022 1.00000000 NA NA NA NA NA
## 1860 2022 1.00000000 NA NA NA NA NA
## 613 2022 0.59066591 0.25835909 NA NA 0.150959091 NA
## 1108 2023 0.45180000 0.15190000 NA 0.23150000 0.164800000 NA
## 2279 2023 0.69230000 0.30770000 NA NA NA NA
## 2310 2021 0.73330000 NA NA 0.26670000 NA NA
## 2333 2021 0.65200000 NA NA 0.34800000 NA NA
## 2348 2021 0.56230000 0.35880000 NA NA 0.078900000 NA
## 2372 2021 0.66380000 0.24410000 NA NA 0.092200000 NA
## 2526 2022 0.68180000 0.31820000 NA NA NA NA
## 2574 2023 0.54620000 0.15970000 0.29410000 NA NA NA
## 111 2021 0.48532857 0.26026429 NA 0.10901429 0.145371429 NA
## 1438 2021 0.62060000 0.10750000 NA 0.27190000 NA NA
## 15041 2021 0.34620000 0.01920000 NA 0.63460000 NA NA
## 1811 2022 1.00000000 NA NA NA NA NA
## 2092 2023 0.44220000 0.14290000 0.28570000 NA 0.129300000 NA
## 2131 2023 1.00000000 NA NA NA NA NA
## 2410 2021 0.41380000 0.31030000 NA NA 0.275900000 NA
## 2539 2023 0.47980000 NA NA 0.20780000 0.312400000 NA
## 1111 2021 0.48532857 0.26026429 NA 0.10901429 0.145371429 NA
## 14381 2021 0.62060000 0.10750000 NA 0.27190000 NA NA
## 15042 2021 0.34620000 0.01920000 NA 0.63460000 NA NA
## 18111 2022 1.00000000 NA NA NA NA NA
## 20921 2023 0.44220000 0.14290000 0.28570000 NA 0.129300000 NA
## 21311 2023 1.00000000 NA NA NA NA NA
## 24101 2021 0.41380000 0.31030000 NA NA 0.275900000 NA
## 25391 2023 0.47980000 NA NA 0.20780000 0.312400000 NA
## 529 2021 0.86959783 NA NA NA NA NA
## 638 2023 0.20236842 0.13993421 0.54406579 NA 0.113631579 NA
## 951 2023 0.51780000 0.26370000 0.02140000 NA NA 0.19710000
## 1505 2021 0.55400000 NA NA 0.44600000 NA NA
## 1614 2022 0.47920000 0.09700000 0.42380000 NA NA NA
## 1927 2023 0.46870000 NA 0.31340000 0.14170000 0.076300000 NA
## 2481 2022 0.34890000 0.47330000 NA 0.05560000 0.122200000 NA
## 2590 2023 0.47180000 0.38890000 NA NA 0.139400000 NA
## 467 2023 0.50583019 0.14663396 NA NA 0.347535849 NA
## KN_pct XX_pct vFA_sc vFC_sc vFS_sc vFO_sc vSI_sc vSL_sc
## 479 NA NA 93.22495 88.39167 NA NA 92.82004 82.31736
## 532 NA NA 91.25677 85.48942 NA NA NA NA
## 1032 NA NA NA NA NA NA 92.14326 NA
## 1042 NA NA 89.50588 NA NA NA 88.99722 80.18800
## 1047 NA NA 92.82683 NA NA NA NA 80.07500
## 1964 NA 0.017200000 91.60822 NA NA NA 92.95185 83.36068
## 2148 NA NA 71.28750 NA NA NA NA NA
## 2154 NA NA 66.45000 NA NA NA NA NA
## 2192 NA 0.035100000 NA 89.20351 NA NA 92.12500 82.76667
## 2241 NA 0.006000000 94.66471 NA NA NA 94.03766 86.84167
## 447 NA NA 95.97478 NA 88.72658 NA 95.44990 85.83963
## 490 NA NA 92.91724 88.91581 NA NA 92.88189 NA
## 496 NA NA 87.56732 85.05313 NA NA 87.63052 NA
## 923 NA 0.004600000 93.20407 NA NA NA 92.87143 83.21069
## 1038 NA 0.001900000 92.10371 NA NA NA 92.45132 NA
## 1960 NA NA NA NA NA NA NA NA
## 1984 NA 0.019500000 91.25909 NA 84.07500 NA 89.70000 81.40000
## 1996 NA NA 63.28334 NA NA NA NA NA
## 2009 NA 0.012500000 94.18500 87.77778 NA NA 94.60000 NA
## 2051 NA 0.005400000 85.25000 NA NA NA 85.12273 74.76945
## 2085 NA 0.002900000 96.30090 NA 87.51600 NA 95.85744 89.39846
## 342 NA NA 91.89590 NA NA NA 91.96628 81.24629
## 362 NA 0.004387335 94.06477 NA 84.25018 NA NA 87.13818
## 896 NA NA 92.08969 NA NA NA NA 85.33043
## 1195 NA 0.002000000 94.89284 NA NA NA 93.72105 83.80500
## 1389 NA 0.023300000 95.72883 NA NA NA NA 86.52404
## 1393 NA NA 94.49048 NA NA NA NA NA
## 1463 NA NA 93.66710 NA NA NA NA 84.43114
## 1767 NA NA 90.58648 NA NA NA NA 81.99375
## 2587 NA NA NA NA NA NA 88.72297 77.44426
## 2607 NA NA 94.55152 NA NA NA NA 86.15347
## 137 NA NA 93.50541 NA NA NA NA 88.18216
## 258 NA NA 94.32454 NA NA NA NA 84.35775
## 377 NA NA 92.94979 NA NA NA 91.89552 83.63289
## 1581 NA NA 89.20741 NA NA NA NA NA
## 1640 NA NA 93.52545 NA NA NA NA 84.15000
## 2382 NA 0.015300000 93.57692 NA NA NA 93.06726 87.62800
## 2503 NA NA 93.22865 NA NA NA NA 82.11250
## 2622 NA NA 94.56503 NA NA NA NA NA
## 69 NA NA 94.50159 91.17321 NA NA NA 85.09289
## 136 NA NA 93.97869 NA NA NA 93.30058 82.93508
## 1101 NA 0.001000000 91.80441 NA NA NA 92.09653 80.46348
## 1268 NA 0.004300000 94.00348 NA NA NA 93.91826 NA
## 1279 NA 0.011200000 93.75518 NA NA NA 93.66236 87.20425
## 1308 NA NA 94.53213 91.95652 NA NA NA 83.94500
## 1324 NA NA NA NA NA NA NA 65.87500
## 1330 NA 0.003200000 96.59922 NA NA NA 96.67013 86.39200
## 2104 NA NA NA NA NA NA NA 58.73750
## 2314 NA NA 99.32500 NA NA NA NA 84.67419
## 2381 NA 0.015200000 94.55788 NA NA NA 94.46490 87.22630
## 55 NA 0.002535977 88.73110 NA NA NA 89.07068 76.65166
## 1153 NA 0.012300000 87.46688 NA NA NA 85.72062 77.41718
## 1439 NA NA 93.46607 NA NA NA NA 83.37083
## 1617 NA 0.003700000 94.40161 NA NA NA 94.40085 88.93425
## 1653 0.2857 NA 68.23000 NA NA NA NA NA
## 1737 NA 0.015900000 93.02364 NA NA NA 92.22500 86.48555
## 1926 NA NA 97.93180 93.64429 NA NA 97.02303 NA
## 2300 NA NA 96.03334 NA NA NA 96.62894 87.48000
## 238 NA NA 95.52349 NA NA NA 94.45726 84.29630
## 1077 NA NA 92.17749 NA NA NA 91.60258 82.08792
## 1159 NA NA 91.44444 85.97333 NA NA 92.42500 81.26923
## 1253 NA NA NA NA NA NA NA 77.08333
## 1387 NA NA 92.88182 NA NA NA NA 85.12449
## 1450 NA NA 92.61600 NA NA NA 93.30000 NA
## 1915 NA NA 97.67414 NA NA NA NA 87.06250
## 2483 NA NA 94.53750 NA NA NA NA 83.10000
## 612 NA NA 93.68534 NA NA NA 92.98115 86.00874
## 1229 NA NA 63.51176 NA NA NA NA NA
## 1231 NA NA 93.80833 89.65000 NA NA NA 84.77778
## 1349 NA 0.005800000 92.67500 NA NA NA 92.70000 82.96250
## 1553 NA 0.004100000 95.84256 NA NA NA 96.15044 85.50094
## 1660 NA NA 97.76081 NA NA NA 96.89091 85.97785
## 1663 NA NA 96.45839 89.18511 NA NA NA 83.33727
## 1959 NA NA 74.97500 NA NA NA NA NA
## 6121 NA NA 93.68534 NA NA NA 92.98115 86.00874
## 12291 NA NA 63.51176 NA NA NA NA NA
## 12311 NA NA 93.80833 89.65000 NA NA NA 84.77778
## 13491 NA 0.005800000 92.67500 NA NA NA 92.70000 82.96250
## 15531 NA 0.004100000 95.84256 NA NA NA 96.15044 85.50094
## 16601 NA NA 97.76081 NA NA NA 96.89091 85.97785
## 16631 NA NA 96.45839 89.18511 NA NA NA 83.33727
## 19591 NA NA 74.97500 NA NA NA NA NA
## 476 NA NA 95.72204 91.92871 NA NA 94.13552 83.94826
## 527 NA NA 94.58352 NA NA NA 93.39670 86.08984
## 576 NA NA 94.30632 88.33007 NA NA NA NA
## 2047 NA NA 49.57143 NA NA NA NA NA
## 2118 NA 0.011400000 95.62362 NA NA NA NA 84.07938
## 2133 NA 0.003800000 97.93993 91.11538 NA NA 98.01758 86.29387
## 2134 NA NA 80.00000 NA NA NA NA NA
## 2139 NA NA 93.10871 NA NA NA NA 83.94503
## 2181 NA NA 96.02750 NA NA NA NA 88.50000
## 2190 NA NA 93.16047 88.67429 NA NA NA 84.96429
## 2205 NA 0.011600000 98.48000 99.06671 NA NA NA 91.12402
## 2206 NA 0.011800000 91.07606 NA NA NA 90.19313 79.34342
## 758 NA 0.002500000 95.57833 86.89595 88.15148 NA NA 82.20294
## 820 NA NA NA 87.61120 NA NA 89.56336 75.98400
## 1535 NA 0.008800000 95.60069 NA NA NA NA NA
## 1546 NA 0.001100000 97.56080 NA NA NA NA 89.00365
## 1555 NA 0.006300000 97.28775 87.69129 NA NA 96.73770 NA
## 1618 NA NA 96.66250 92.02000 NA NA 96.31818 85.07369
## 1684 NA 0.015100000 95.64683 NA NA NA NA 79.60417
## 1740 NA 0.010300000 95.88223 NA NA NA 89.00000 86.24149
## 1746 NA NA 95.58750 NA NA NA NA 83.40312
## 2515 NA NA NA NA NA NA 87.47573 75.80588
## 2577 NA 0.020400000 94.01914 NA NA NA NA 83.84416
## 537 NA NA 90.37650 NA NA NA NA 80.39617
## 960 NA 0.001800000 95.56392 NA NA NA NA 86.25000
## 1068 NA NA 89.27515 85.96415 NA NA NA NA
## 12531 NA NA NA NA NA NA NA 77.08333
## 1301 NA 0.009700000 89.94737 87.14414 NA NA 90.51466 79.31220
## 1487 NA 0.040400000 95.11000 NA NA NA NA 82.81837
## 1508 NA NA 90.95016 85.91172 NA NA NA 79.73671
## 1735 NA NA 95.06250 NA NA NA 93.86153 86.59722
## 2294 NA NA 98.78571 NA NA NA 100.05000 86.79688
## 805 NA NA 90.30000 NA NA NA 90.38421 NA
## 1563 NA 0.011500000 93.35729 85.84211 NA NA NA NA
## 1576 NA NA 60.70000 NA NA NA NA NA
## 1578 NA NA 93.35362 NA 86.56120 NA NA 84.20000
## 1588 NA NA NA NA NA NA NA 68.66250
## 1606 NA 0.005300000 94.78411 NA NA NA NA 81.32030
## 1644 NA NA 61.14627 NA NA NA NA NA
## 1650 NA NA 92.89253 88.82222 NA NA NA 78.25715
## 1655 0.0556 NA 70.58889 NA NA NA NA NA
## 1679 NA 0.003100000 95.30877 NA NA NA NA 82.05612
## 1698 NA NA 95.07438 NA NA NA NA 84.59744
## 1712 0.3913 NA 71.31667 NA NA NA NA NA
## 1722 NA NA 90.88571 NA NA NA 91.69444 81.84667
## 1745 NA 0.023500000 96.43333 NA NA NA 98.00884 87.25027
## 2562 NA NA 88.81589 NA NA NA NA 81.46341
## 366 NA NA 94.03237 90.22022 NA NA NA 85.58121
## 389 NA NA 95.07292 NA NA NA 94.40812 84.62711
## 424 NA NA NA NA NA NA 94.06721 86.38689
## 1627 NA NA 84.52592 NA NA NA NA NA
## 1668 NA 0.007800000 94.72516 93.10255 NA NA 91.65000 82.21833
## 2123 NA NA 60.00000 NA NA NA NA NA
## 2146 NA 0.008900000 100.32353 NA NA NA 100.08842 86.83077
## 21811 NA NA 96.02750 NA NA NA NA 88.50000
## 231 NA NA 92.48474 87.36692 NA NA NA NA
## 592 NA NA 90.92674 NA NA NA 90.58714 81.87984
## 813 NA NA 88.83684 NA NA NA NA 80.54054
## 1088 NA NA 92.09013 88.51121 NA NA NA NA
## 1449 NA 0.004600000 97.39277 NA NA NA 97.20517 89.69802
## 1670 NA NA 95.64787 NA NA NA 95.03540 87.05930
## 1945 NA 0.005900000 97.01168 NA 88.23780 NA 97.28936 81.29771
## 2306 NA NA 87.06923 NA NA NA NA NA
## 2527 NA 0.014700000 NA 86.73770 NA NA 92.37016 78.89370
## 340 NA NA 94.23678 89.64570 NA NA 94.84167 83.21114
## 429 NA 0.001790646 93.08629 89.09757 NA NA 92.67244 80.57012
## 807 NA NA 98.87399 NA NA NA NA 92.63767
## 9231 NA 0.004600000 93.20407 NA NA NA 92.87143 83.21069
## 1867 NA NA 99.27273 NA NA NA NA NA
## 1956 NA NA 88.82500 NA NA NA NA 76.77298
## 2334 NA NA 87.56429 NA NA NA 86.25000 79.40000
## 2450 NA 0.004800000 92.64091 NA NA NA 92.75387 83.83878
## 372 NA 0.001883846 93.13102 NA NA NA NA 84.25336
## 412 NA NA 93.71812 88.85036 NA NA NA NA
## 775 NA NA 92.35000 90.60000 NA NA NA 81.27805
## 1358 NA NA 90.68000 NA NA NA NA 78.90000
## 1448 NA 0.005500000 93.42727 NA NA NA 94.02317 86.65441
## 1899 NA NA 91.50000 88.80000 NA NA 92.72667 79.94211
## 1939 NA NA 81.87500 NA NA NA NA NA
## 2302 NA 0.071400000 88.92500 NA NA NA 89.21154 75.93889
## 347 NA NA 95.87069 NA NA NA 96.26080 86.32324
## 743 NA 0.001000000 98.06691 NA NA NA 97.61476 90.42466
## 1374 NA NA 93.64444 NA NA NA NA 81.66000
## 1376 NA NA 90.66865 NA NA NA 90.78000 85.20000
## 14871 NA 0.040400000 95.11000 NA NA NA NA 82.81837
## 1509 NA NA 94.99487 NA NA NA 94.75000 84.05556
## 1874 NA NA 80.00000 NA NA NA NA NA
## 2270 NA NA 92.86506 NA NA NA NA 86.50952
## 711 NA NA 97.67405 NA NA NA 97.66400 88.38862
## 10421 NA NA 89.50588 NA NA NA 88.99722 80.18800
## 1161 NA 0.015200000 91.71333 91.96545 NA NA NA NA
## 1235 NA 0.006600000 95.78936 NA NA NA NA 87.51833
## 1300 NA NA 70.84000 NA NA NA NA NA
## 1320 NA 0.005500000 93.99364 NA NA NA NA 82.54433
## 2238 NA NA NA 90.21429 NA NA 93.73334 83.55882
## 2569 NA 0.013600000 94.68361 87.18018 NA NA 94.33053 82.53421
## 395 NA NA 92.77449 NA NA NA NA NA
## 1429 NA NA 90.65000 NA NA NA 90.67586 80.45073
## 1440 NA NA 95.12500 NA NA NA 95.55000 85.40000
## 1443 NA 0.001900000 92.70698 NA NA NA 89.65000 NA
## 1474 NA 0.003300000 96.16685 NA 86.91021 NA NA 83.78667
## 1501 NA 0.003500000 94.47185 NA NA NA NA 86.07500
## 1502 NA NA 94.44167 NA 87.30000 NA 94.45378 79.31971
## 1504 NA NA 93.84211 NA NA NA NA 82.39394
## 1516 NA 0.019900000 94.51812 93.10000 NA NA NA NA
## 1922 NA NA 96.04932 NA NA NA NA 83.67097
## 222 NA NA 97.04684 NA NA NA NA 87.38872
## 4791 NA NA 93.22495 88.39167 NA NA 92.82004 82.31736
## 1254 NA 0.011000000 94.16432 NA NA NA 93.34697 88.23524
## 1343 NA NA NA NA NA NA NA 62.65000
## 1671 NA NA NA NA 87.45000 NA 93.76562 85.23924
## 1705 NA NA 98.30904 NA 89.38788 NA 96.65000 86.70000
## 1719 NA NA 94.46666 NA NA NA 93.92483 84.83365
## 1830 NA NA 94.00204 NA NA NA NA 82.85384
## 1172 NA NA 95.13185 NA NA NA NA 86.02941
## 11951 NA 0.002000000 94.89284 NA NA NA 93.72105 83.80500
## 1311 NA NA 95.11336 NA NA NA 95.43428 87.48169
## 1313 NA 0.006400000 94.85702 NA NA NA 93.94681 84.53884
## 1353 NA NA 95.34114 82.38572 NA NA 95.70833 NA
## 1360 NA 0.032300000 89.90000 NA NA NA 90.91213 NA
## 1895 NA NA 96.92928 NA NA NA NA 85.36724
## 1983 NA NA 74.90000 NA NA NA NA NA
## 2248 NA NA 95.22932 NA NA NA NA 83.63130
## 2357 NA NA 95.71688 NA NA NA NA 86.48000
## 226 NA NA 97.27721 NA NA NA NA 87.73337
## 480 NA NA 95.27204 89.27094 NA NA NA 83.95015
## 845 NA NA 92.74722 NA NA NA 93.13538 86.65846
## 1552 NA NA 97.32000 NA NA NA 98.13333 84.28666
## 1609 NA 0.011500000 94.91605 NA NA NA 93.76712 89.43407
## 1703 NA NA 64.77500 NA NA NA NA NA
## 1728 NA NA 96.58889 NA 90.74702 NA 96.25000 88.40000
## 2145 NA NA 98.94167 NA NA NA NA 88.05294
## 249 NA NA 92.60474 NA NA NA NA 80.31952
## 251 NA NA 93.90438 NA NA NA 94.16920 86.94041
## 506 NA 0.005126374 92.06444 87.59907 NA NA NA NA
## 556 NA NA 90.48876 NA NA NA 90.69661 82.89888
## 1208 NA 0.007700000 85.55454 NA NA NA 85.46464 76.97160
## 1283 NA 0.004200000 93.09016 NA NA NA NA 81.32596
## 1284 NA NA 96.47520 NA 87.18333 NA NA 84.25625
## 2345 NA 0.006800000 85.40482 NA NA NA 85.34406 75.63522
## 2565 NA NA 95.05511 NA NA NA 94.71566 86.01368
## 317 NA NA 93.12915 88.68996 NA NA 91.88439 81.16541
## 335 NA NA 94.45150 NA NA NA NA 82.84335
## 663 NA 0.013385973 91.62516 NA NA NA 90.26260 NA
## 1333 NA 0.007700000 91.21250 90.90000 NA NA 90.93207 81.10142
## 1475 NA NA 94.45800 NA NA NA NA 85.72941
## 19961 NA NA 63.28334 NA NA NA NA NA
## 2113 NA 0.006600000 99.66071 NA NA NA NA 89.04574
## 2368 NA NA NA NA NA NA 91.58333 77.68970
## 22 NA NA NA 92.06219 NA NA NA 81.91985
## 63 NA NA 96.29658 NA NA NA NA NA
## 168 NA NA 95.72905 NA NA NA 94.39959 85.92516
## 174 NA NA 97.31097 92.90687 NA NA NA NA
## 673 NA NA 91.52864 86.74016 NA NA NA 83.48825
## 1177 NA 0.003700000 96.66975 NA NA NA 96.35401 88.40639
## 1180 NA 0.004000000 96.51726 NA NA NA NA NA
## 1260 NA NA 91.38164 NA NA NA NA 77.56800
## 1744 NA 0.024200000 98.32157 NA NA NA 97.21428 88.30516
## 1759 NA NA 95.74352 NA NA NA 95.60000 85.36968
## 2222 NA 0.008700000 NA NA NA NA 95.97947 90.62366
## 2362 NA 0.010200000 90.64737 NA NA NA 90.67018 NA
## 2530 NA NA 92.86667 NA NA NA NA 81.13421
## 2600 NA 0.001000000 98.76036 NA NA NA 98.08804 87.87984
## 2641 NA NA 91.67734 NA NA NA NA 80.00794
## 7581 NA 0.002500000 95.57833 86.89595 88.15148 NA NA 82.20294
## 1178 NA 0.015900000 89.67190 NA NA NA 90.18057 77.45971
## 1287 NA NA 93.17280 86.51428 NA NA NA 81.78800
## 1445 NA NA NA NA NA NA NA 73.76250
## 19561 NA NA 88.82500 NA NA NA NA 76.77298
## 2229 NA 0.005800000 93.38621 NA NA NA NA 83.57037
## 2246 NA NA 93.52000 NA NA NA 93.06777 86.12237
## 2312 NA 0.013400000 91.68889 82.59375 NA NA 92.35603 NA
## 2412 NA 0.011900000 92.43640 NA NA NA NA 81.09718
## 173 NA NA 97.02378 NA NA NA NA 86.40454
## 315 NA NA 98.15457 NA NA NA NA 86.22159
## 376 NA 0.005145946 99.13141 NA NA NA NA NA
## 1630 NA NA 83.75000 NA NA NA NA NA
## 1646 NA NA 94.15278 NA NA NA 93.52676 83.87014
## 1683 NA 0.006600000 NA NA 88.62210 NA 97.02217 89.03125
## 1891 NA NA 95.55000 NA NA NA 95.82594 84.38977
## 1930 NA NA NA 87.52857 NA NA 91.70714 81.05556
## 2007 NA 0.001000000 94.26666 NA NA NA 96.04372 86.38109
## 2252 NA NA NA NA NA NA 93.68172 80.91887
## 2471 NA NA 91.63377 NA NA NA NA 84.11120
## 2511 NA NA 94.29549 NA NA NA NA 84.20213
## 152 NA NA 99.57500 NA NA NA 99.95531 88.22402
## 307 NA NA 88.99203 NA NA NA 88.87443 79.74874
## 414 NA NA 98.33935 95.61573 NA NA 98.61120 88.70589
## 1185 NA 0.013300000 94.09798 84.79630 NA NA NA NA
## 1331 NA 0.005100000 95.72114 92.97746 NA NA 95.91870 NA
## 1351 NA NA 93.01111 NA NA NA NA 87.50000
## 1565 NA NA 67.88889 NA NA NA NA 61.00000
## 1718 0.0294 NA 80.38485 NA NA NA NA NA
## 1808 0.3030 NA 55.01250 NA NA NA NA NA
## 2013 NA 0.002200000 93.11322 NA NA NA 91.60000 86.92138
## 2031 NA NA 72.62857 NA NA NA NA NA
## 2090 NA 0.033900000 92.83143 NA NA NA 90.96666 84.72647
## 598 NA NA 90.12453 85.89722 NA NA NA NA
## 1155 NA NA 85.44941 NA NA NA 85.30000 78.57174
## 13581 NA NA 90.68000 NA NA NA NA 78.90000
## 1533 NA 0.008300000 93.21273 88.35214 NA NA NA 83.33954
## 2025 NA 0.009200000 95.11823 90.13248 NA NA 95.16279 82.77695
## 2035 NA 0.003400000 93.73379 NA NA NA NA 84.96577
## 2307 NA 0.004600000 92.48899 NA NA NA 92.25828 83.14498
## 2498 NA 0.013400000 91.10880 84.87273 NA NA NA NA
## 5321 NA NA 91.25677 85.48942 NA NA NA NA
## 975 NA NA 91.34807 NA NA NA NA 81.03807
## 1040 NA NA 90.80387 NA NA NA 90.69865 NA
## 1214 NA NA 93.52139 88.66065 NA NA NA 80.19487
## 1612 NA NA 62.32857 NA NA NA NA NA
## 2006 NA NA 59.21731 NA NA NA NA NA
## 2338 NA NA 93.76250 87.20333 NA NA 93.64375 74.76923
## 2504 NA NA NA NA NA NA 88.73409 NA
## 2536 NA NA 92.45416 NA NA NA NA 81.72941
## 279 NA NA 95.04828 NA NA NA NA 82.18758
## 351 NA NA 95.77878 87.72891 85.86118 NA NA NA
## 1336 NA NA 93.34889 NA NA NA NA 84.70192
## 13492 NA 0.005800000 92.67500 NA NA NA 92.70000 82.96250
## 1356 NA 0.009400000 97.60402 NA 87.96614 NA NA 87.07593
## 1417 NA NA 91.70545 NA NA NA 91.30322 83.77451
## 15091 NA NA 94.99487 NA NA NA 94.75000 84.05556
## 1542 NA 0.007000000 NA 92.22767 NA NA 93.62870 81.19695
## 2055 NA 0.001800000 95.93546 NA NA NA 95.71162 87.10100
## 2273 NA NA NA NA NA NA 93.74000 85.50000
## 2499 NA 0.015400000 93.50834 NA NA NA 93.32123 82.04898
## 2566 NA 0.006200000 95.32474 90.35000 NA NA 95.15000 86.38889
## 51 NA 0.003574338 91.93625 85.38991 NA NA 91.60005 NA
## 365 NA 0.002247411 92.80383 NA 84.94149 NA 92.38604 88.95039
## 552 NA NA 93.32181 NA 84.27238 NA NA 81.75242
## 630 NA NA 93.41707 87.53676 NA NA 93.23559 83.05162
## 1493 NA NA 99.64166 NA NA NA NA 82.24000
## 1506 NA 0.005700000 100.70000 100.21284 NA NA NA 91.87102
## 1514 NA NA NA 87.00000 NA NA NA 81.83333
## 1925 NA 0.011900000 95.93301 NA 92.02285 NA 96.13333 85.72456
## 2349 NA 0.004000000 90.90696 NA NA NA 91.80000 79.83955
## 2413 NA NA 90.40000 NA NA NA 90.23846 NA
## 2629 NA 0.001800000 NA NA NA NA 88.13419 74.94139
## 48 NA NA NA NA NA NA 95.48404 NA
## 246 NA NA 90.81014 NA NA NA 90.34672 79.75824
## 1428 NA NA 99.02121 NA NA NA NA NA
## 14872 NA 0.040400000 95.11000 NA NA NA NA 82.81837
## 1503 NA 0.013300000 96.97955 NA NA NA 97.17244 87.47883
## 16981 NA NA 95.07438 NA NA NA NA 84.59744
## 1700 NA 0.004800000 86.45205 NA NA NA 86.48162 77.84715
## 2169 NA NA 67.75555 NA NA NA NA NA
## 2178 NA 0.003300000 92.52620 NA NA NA NA 85.52395
## 2626 NA 0.007100000 95.46864 NA NA NA NA 82.64545
## 3951 NA NA 92.77449 NA NA NA NA NA
## 1270 NA NA NA 93.90588 NA NA NA 87.08571
## 1315 NA NA 94.74579 NA NA NA NA NA
## 1381 NA NA 94.70750 NA NA NA NA 85.17778
## 16531 0.2857 NA 68.23000 NA NA NA NA NA
## 1661 NA NA 94.98465 NA NA NA 94.44849 85.89000
## 2027 NA 0.018600000 97.11434 NA NA NA NA 88.49128
## 2128 NA 0.010800000 94.94702 NA NA NA NA 84.02615
## 1220 NA 0.029600000 NA NA NA NA 93.44225 85.04666
## 1369 NA NA NA NA NA NA NA 61.86667
## 1392 NA 0.003300000 93.23334 NA NA NA 94.28820 86.59954
## 1751 NA NA 96.96948 NA NA NA NA 88.36093
## 1988 NA 0.003700000 94.92273 NA NA NA 94.75625 84.47211
## 2153 NA 0.011500000 95.71865 NA NA NA NA 85.84912
## 2167 NA NA 95.17770 NA NA NA NA NA
## 2437 NA NA 86.57400 NA NA NA NA 78.77778
## 2454 NA NA 91.33803 NA NA NA 90.49167 82.76250
## 2578 NA 0.004000000 NA 93.06764 NA NA 98.68647 NA
## 1097 NA 0.001500000 90.69800 NA 84.44000 NA 90.92500 86.53265
## 1209 NA NA NA NA NA NA 92.25454 80.61667
## 1335 NA NA 94.10494 NA NA NA NA 80.64000
## 1975 NA 0.022700000 94.43403 NA NA NA NA 87.25792
## 2187 NA 0.004300000 94.43490 88.58333 NA NA NA 81.02888
## 2259 NA NA 95.76428 NA NA NA NA 86.10371
## 2341 NA NA 93.83231 NA NA NA NA 79.32297
## 2453 NA NA 91.56563 NA NA NA 91.57960 82.86585
## 2522 NA 0.009000000 88.53849 NA NA NA NA 83.63765
## 574 NA NA NA 82.26025 NA NA 86.68522 NA
## 590 NA NA 93.53168 NA NA NA NA 85.34225
## 983 NA 0.002400000 95.68301 NA 85.56798 NA 92.53750 88.66332
## 1013 NA 0.003500000 90.42410 85.98944 NA NA 89.89630 NA
## 2076 NA NA 72.50204 NA NA NA NA NA
## 2158 NA NA 94.65000 NA NA NA 94.07500 84.04286
## 2177 NA NA NA NA NA NA 94.92391 85.21941
## 2324 NA 0.005000000 94.47221 NA NA NA 88.80000 86.17994
## 182 NA NA NA 92.87471 NA NA 92.39732 84.29895
## 212 NA NA 95.87752 92.40219 NA NA 95.25908 NA
## 333 NA NA 93.37123 NA NA NA 92.11949 82.24881
## 609 NA NA 91.88048 NA NA NA NA NA
## 1162 NA NA 95.76596 88.92102 NA NA 95.47978 NA
## 1286 NA 0.007100000 96.00000 NA NA NA 96.04501 87.73871
## 1426 NA 0.000900000 96.54727 NA NA NA 96.70916 NA
## 1611 NA 0.005500000 97.89011 NA NA NA 97.41911 87.97143
## 1882 NA 0.013200000 93.48668 NA NA NA NA 82.93880
## 1958 NA 0.004200000 98.95841 NA NA NA 98.88027 91.61118
## 2038 NA 0.010800000 97.25995 NA 89.63066 NA NA 89.53793
## 2467 NA 0.010900000 94.00000 NA NA NA 93.66661 88.56535
## 756 NA NA 90.47408 NA NA NA NA 81.68889
## 780 NA 0.001900000 95.26243 NA NA NA NA 83.38425
## 991 NA 0.001100000 NA NA NA NA 92.08832 83.97032
## 1305 NA 0.003900000 96.98750 NA NA NA NA 90.16667
## 1373 NA NA 66.22500 NA NA NA NA NA
## 1459 NA NA 93.58790 90.49600 NA NA NA 85.19221
## 1594 NA NA 49.57619 NA NA NA NA NA
## 1860 NA NA 77.60000 NA NA NA NA NA
## 613 NA NA 94.09957 NA NA NA 93.93087 83.49453
## 1108 NA NA 93.99134 NA NA NA 93.45449 84.69105
## 2279 NA NA 95.75778 NA NA NA NA 83.48500
## 2310 NA NA 69.15455 NA NA NA NA NA
## 2333 NA 0.016000000 91.49693 NA NA NA 88.85000 NA
## 2348 NA NA NA NA NA NA 89.13620 NA
## 2372 NA 0.024900000 NA NA NA NA 92.34413 84.39132
## 2526 NA NA NA NA NA NA 94.45334 86.17143
## 2574 NA NA 93.97097 87.04286 NA NA 94.33333 80.68421
## 111 NA NA 85.86123 NA NA NA 86.59740 77.64666
## 1438 NA NA 95.20455 NA NA NA 95.38667 87.20000
## 15041 NA NA 93.84211 NA NA NA NA 82.39394
## 1811 NA NA 73.92449 NA NA NA 88.50000 NA
## 2092 NA NA 95.76923 93.38139 NA NA 95.07895 82.39524
## 2131 NA NA 61.97879 NA NA NA NA NA
## 2410 NA NA 93.43333 NA NA NA NA NA
## 2539 NA 0.018900000 94.01855 NA NA NA NA NA
## 1111 NA NA 85.86123 NA NA NA 86.59740 77.64666
## 14381 NA NA 95.20455 NA NA NA 95.38667 87.20000
## 15042 NA NA 93.84211 NA NA NA NA 82.39394
## 18111 NA NA 73.92449 NA NA NA 88.50000 NA
## 20921 NA NA 95.76923 93.38139 NA NA 95.07895 82.39524
## 21311 NA NA 61.97879 NA NA NA NA NA
## 24101 NA NA 93.43333 NA NA NA NA NA
## 25391 NA 0.018900000 94.01855 NA NA NA NA NA
## 529 NA NA 92.28572 NA NA NA NA NA
## 638 NA 0.005600000 NA NA NA NA 94.03068 86.69714
## 951 NA 0.004700000 92.59129 84.66667 84.85663 NA NA 83.81081
## 1505 NA NA 96.55584 NA NA NA NA NA
## 1614 NA NA 95.20289 88.96078 NA NA NA 84.32286
## 1927 NA 0.002700000 92.38621 90.11913 NA NA 92.00069 NA
## 2481 NA 0.008900000 92.05287 NA NA NA NA 80.07277
## 2590 NA 0.009400000 95.83620 89.44928 NA NA NA NA
## 467 NA NA 93.95523 NA NA NA NA 88.75045
## vCU_sc vKC_sc vEP_sc vCH_sc vSC_sc vKN_sc FA_X_sc
## 479 NA NA NA 85.13644 NA NA -5.0297075
## 532 78.42673 NA NA 84.12735 NA NA 5.2478820
## 1032 82.56710 NA NA 84.52335 NA NA NA
## 1042 NA NA NA 84.23864 NA NA 8.8560785
## 1047 74.28182 NA NA 83.23500 NA NA 3.7902438
## 1964 NA NA NA 86.40000 NA NA -4.0049466
## 2148 63.88889 NA 42.84545 NA NA NA -5.2130814
## 2154 NA NA 51.66000 NA NA NA -4.2013998
## 2192 NA NA NA 85.14000 NA NA NA
## 2241 NA NA NA 88.78378 NA NA -8.7521174
## 447 NA NA NA NA NA NA -6.5950881
## 490 NA 76.76105 NA 85.51531 NA NA 5.8804569
## 496 73.35211 NA NA 79.53403 NA NA 5.3512106
## 923 NA 80.60000 NA 88.59259 NA NA -2.3483778
## 1038 77.92034 NA NA 87.39540 NA NA 3.2409258
## 1960 NA NA 49.14444 NA NA NA NA
## 1984 NA NA NA NA NA NA -4.8988364
## 1996 NA NA 46.62727 NA NA NA -3.6276833
## 2009 NA NA NA 84.92500 NA NA -7.2959000
## 2051 NA NA NA NA NA NA -7.5407794
## 2085 84.86667 NA NA NA NA NA -4.7192522
## 342 NA NA NA 86.31949 NA NA -5.0854723
## 362 NA NA NA NA NA NA -5.0538803
## 896 73.35000 NA NA 87.59000 NA NA -2.4649485
## 1195 NA NA NA 89.11429 NA NA -2.8723260
## 1389 NA NA NA NA NA NA -3.3213515
## 1393 77.18182 NA NA NA NA NA -3.4633335
## 1463 NA NA NA 84.66339 NA NA -3.4559650
## 1767 NA NA NA 84.32500 NA NA -3.0340540
## 2587 NA NA NA NA NA NA NA
## 2607 NA NA NA 86.76667 NA NA 4.5790152
## 137 81.88513 NA NA 89.11603 NA NA -5.7836095
## 258 NA 76.74409 NA 85.38727 NA NA -4.7017261
## 377 NA NA NA 83.57850 NA NA -7.4871562
## 1581 NA NA 52.74000 NA NA NA -8.4362963
## 1640 80.88611 NA NA NA NA NA -5.9974543
## 2382 82.39484 NA NA NA NA NA 3.8986877
## 2503 78.82891 NA NA NA NA NA 0.9951326
## 2622 82.96806 NA NA 87.32500 NA NA 2.2593567
## 69 NA NA NA NA NA NA -7.1562514
## 136 80.26201 NA NA 88.22035 NA NA -3.5617165
## 1101 NA NA NA 81.15080 NA NA 5.4867332
## 1268 NA 78.23147 NA 85.52110 NA NA -5.4461486
## 1279 NA NA NA 86.38494 NA NA -6.6726521
## 1308 NA 76.52955 NA NA NA NA -1.5786345
## 1324 NA NA NA NA NA NA NA
## 1330 79.42476 NA NA 90.32832 NA NA -3.2544647
## 2104 NA NA NA 60.45000 NA NA NA
## 2314 NA NA NA NA NA NA 4.8491665
## 2381 80.21500 NA NA NA NA NA 2.8952056
## 55 65.86380 NA NA 79.09796 NA NA -6.3175532
## 1153 78.90000 NA NA 77.35000 NA NA -10.1756491
## 1439 NA NA NA NA NA NA -4.3573213
## 1617 79.78747 NA NA 87.58889 NA NA -4.9830447
## 1653 58.30000 NA NA NA NA NA -6.0884998
## 1737 NA NA NA 86.77232 NA NA -8.3963591
## 1926 80.63611 NA NA 89.27738 NA NA -4.6509170
## 2300 81.76667 NA NA NA NA NA -7.4250832
## 238 78.66540 NA NA 91.24793 NA NA -4.7911288
## 1077 78.07678 NA NA 87.49189 NA NA -0.3544069
## 1159 NA NA NA NA NA NA -0.4866667
## 1253 NA NA NA NA NA NA NA
## 1387 NA NA NA 85.99460 NA NA -7.5460226
## 1450 NA NA NA 86.28889 NA NA -7.4144000
## 1915 NA NA NA 84.85000 NA NA -6.3587931
## 2483 NA NA NA NA NA NA 7.7712498
## 612 74.32741 NA NA 85.92734 NA NA 4.1625413
## 1229 NA NA NA NA NA NA -3.2635294
## 1231 78.23077 NA NA 87.57500 NA NA -4.4487499
## 1349 NA NA NA 85.27708 NA NA -8.1850004
## 1553 NA NA NA 87.92500 NA NA -4.5824944
## 1660 NA NA NA 90.90000 NA NA -7.4766219
## 1663 NA NA NA 89.67688 NA NA -2.6569581
## 1959 NA NA 58.30000 NA NA NA -7.2845249
## 6121 74.32741 NA NA 85.92734 NA NA 4.1625413
## 12291 NA NA NA NA NA NA -3.2635294
## 12311 78.23077 NA NA 87.57500 NA NA -4.4487499
## 13491 NA NA NA 85.27708 NA NA -8.1850004
## 15531 NA NA NA 87.92500 NA NA -4.5824944
## 16601 NA NA NA 90.90000 NA NA -7.4766219
## 16631 NA NA NA 89.67688 NA NA -2.6569581
## 19591 NA NA 58.30000 NA NA NA -7.2845249
## 476 NA NA NA 89.34089 NA NA -6.4197750
## 527 80.17837 NA NA NA NA NA 4.2382395
## 576 78.89109 NA NA 87.17369 NA NA 3.6264155
## 2047 NA NA NA NA NA NA 4.8421860
## 2118 79.90000 NA NA 87.80421 NA NA -7.1211022
## 2133 NA NA NA 90.26910 NA NA -5.6807641
## 2134 NA NA NA NA NA NA -5.0220455
## 2139 NA NA NA 91.73334 NA NA -3.1247615
## 2181 NA NA NA NA NA NA -4.9041500
## 2190 79.98529 NA NA 84.25000 NA NA -2.2770852
## 2205 NA NA NA NA NA NA -3.2752800
## 2206 NA NA NA 86.22683 NA NA -6.1490819
## 758 74.74167 NA NA NA NA NA -2.7670391
## 820 74.71743 NA NA 79.70446 NA NA NA
## 1535 79.05093 NA NA NA NA NA -2.5466896
## 1546 85.77900 NA NA NA NA NA -3.9581010
## 1555 NA NA NA 89.01824 NA NA -6.4553061
## 1618 NA NA NA NA NA NA -6.5149999
## 1684 NA 78.72066 NA NA NA NA -2.6887342
## 1740 NA NA NA 89.05000 NA NA -3.3316667
## 1746 NA NA NA 90.10000 NA NA -4.2437500
## 2515 NA NA NA NA NA NA NA
## 2577 NA NA NA 90.62059 NA NA 2.5055776
## 537 NA NA NA 81.42107 NA NA 4.0679942
## 960 NA 80.22929 NA 74.59798 NA NA -2.2672372
## 1068 71.87229 NA NA 79.62766 NA NA 7.9045455
## 12531 NA NA NA NA NA NA NA
## 1301 NA NA NA 83.89000 NA NA -7.3342108
## 1487 78.30000 NA NA 86.80270 NA NA -4.3045455
## 1508 NA NA NA NA NA NA -1.2568254
## 1735 79.28334 NA NA 85.98334 NA NA -6.4640627
## 2294 NA NA NA NA NA NA -5.0145714
## 805 77.38636 NA NA 85.37368 NA NA -3.8365216
## 1563 NA 79.58400 NA 85.67174 NA NA -6.5428857
## 1576 NA NA NA NA NA NA -1.6975001
## 1578 NA NA NA NA NA NA -8.4384058
## 1588 56.45000 NA NA NA NA NA NA
## 1606 NA 79.55000 NA 89.97360 NA NA -4.4588409
## 1644 63.40000 NA NA NA NA NA -3.3038806
## 1650 NA NA NA NA NA NA -4.5717910
## 1655 NA NA NA NA NA NA -1.7700000
## 1679 NA NA NA 88.96129 NA NA -3.9069299
## 1698 NA NA NA 87.24146 NA NA -5.0807440
## 1712 NA NA 43.14706 NA NA NA -3.6066666
## 1722 NA NA NA 82.17143 NA NA -4.1661905
## 1745 NA NA NA 90.14571 NA NA -8.2416668
## 2562 NA NA NA 82.85364 NA NA 6.4684488
## 366 81.65537 NA NA 86.12457 NA NA -4.6647261
## 389 NA NA NA 88.71040 NA NA -4.9369284
## 424 82.19309 NA NA NA NA NA NA
## 1627 NA NA 63.20000 NA NA NA -2.5303704
## 1668 NA 76.48847 NA 82.90000 NA NA -2.1146202
## 2123 NA NA NA NA NA NA -7.1387831
## 2146 NA NA NA 91.35556 NA NA -4.2165294
## 21811 NA NA NA NA NA NA -4.9041500
## 231 71.98229 NA NA 84.05609 NA NA -3.2565808
## 592 NA NA NA 85.24922 NA NA 8.8914446
## 813 72.65000 NA NA 79.51428 NA NA -6.5657895
## 1088 76.27273 NA NA 82.09828 NA NA 6.4593630
## 1449 NA NA NA 90.05611 NA NA -6.8118551
## 1670 NA NA NA 88.90064 NA NA -4.5538034
## 1945 NA NA NA NA NA NA -5.2201387
## 2306 73.30000 NA NA 73.65000 NA NA 8.3053847
## 2527 NA NA NA 80.72919 NA NA NA
## 340 NA NA NA NA NA NA -0.4537656
## 429 76.71258 NA NA 84.99414 NA NA -3.5093428
## 807 83.44375 NA NA 92.01299 NA NA -5.9810539
## 9231 NA 80.60000 NA 88.59259 NA NA -2.3483778
## 1867 83.48333 NA NA 90.68000 NA NA -7.8363634
## 1956 71.01667 NA NA 83.35000 NA NA -1.8570667
## 2334 70.00000 NA NA NA NA NA 1.4692857
## 2450 NA NA NA 87.78957 NA NA 8.1440911
## 372 NA 76.17546 NA NA NA NA -1.9373131
## 412 83.28506 NA NA 86.77808 NA NA -6.0472530
## 775 75.43077 NA NA 82.36364 NA NA -3.4894738
## 1358 73.50000 NA NA 84.85714 NA NA -4.9660000
## 1448 NA NA NA 85.79231 NA NA -4.7154544
## 1899 74.70000 NA NA 86.50000 NA NA -6.3099999
## 1939 39.30000 NA 43.10371 NA NA NA -3.5840437
## 2302 NA NA NA NA NA NA 7.9933332
## 347 NA NA NA NA NA NA -8.2687863
## 743 83.72405 NA NA 91.81799 NA NA -6.7735033
## 1374 NA NA NA NA NA NA -2.1488889
## 1376 77.71569 NA NA 79.59194 NA NA -1.4332836
## 14871 78.30000 NA NA 86.80270 NA NA -4.3045455
## 1509 NA NA NA 87.85714 NA NA -3.3066668
## 1874 NA NA 61.46316 NA NA NA -7.5528570
## 2270 NA NA NA 77.40244 NA NA -3.6382433
## 711 NA 83.43011 NA 89.83895 NA NA -7.5138673
## 10421 NA NA NA 84.23864 NA NA 8.8560785
## 1161 NA 82.24518 NA NA NA NA -5.6996668
## 1235 83.86325 NA NA NA NA NA -4.6866225
## 1300 NA NA NA NA NA NA -7.6239998
## 1320 NA NA NA 87.71237 NA NA -7.0703181
## 2238 NA NA NA 88.91765 NA NA NA
## 2569 NA NA NA 88.10000 NA NA 7.0852951
## 395 NA NA NA 82.53656 NA NA -5.1562613
## 1429 NA NA NA 83.02727 NA NA -10.9379543
## 1440 NA NA NA NA NA NA -2.2487500
## 1443 84.23958 NA NA 84.53003 NA NA -4.0417276
## 1474 NA NA NA NA NA NA -5.6877765
## 1501 NA NA NA 88.86452 NA NA -7.6612594
## 1502 NA NA NA NA NA NA -8.2191663
## 1504 NA NA NA NA NA NA -4.5894735
## 1516 80.12941 NA NA NA NA NA -0.8132215
## 1922 NA NA NA NA NA NA -3.4034246
## 222 80.36967 NA NA 85.94244 NA NA -4.5744012
## 4791 NA NA NA 85.13644 NA NA -5.0297075
## 1254 79.18221 NA NA 86.84348 NA NA -4.6522535
## 1343 54.40000 NA NA NA NA NA NA
## 1671 NA NA NA NA NA NA NA
## 1705 82.77273 NA NA NA NA NA -5.7468957
## 1719 NA NA NA NA NA NA -5.5607577
## 1830 NA NA NA 83.24000 NA NA -4.2887754
## 1172 77.18182 NA NA NA NA NA -4.1438517
## 11951 NA NA NA 89.11429 NA NA -2.8723260
## 1311 84.13944 NA NA NA NA NA -2.7958289
## 1313 NA NA NA 87.91270 NA NA -2.8239541
## 1353 NA NA NA 83.70930 NA NA -8.0454952
## 1360 77.65268 NA NA 86.98125 NA NA -6.3100001
## 1895 NA NA NA 89.66111 NA NA -2.6280179
## 1983 NA NA 56.32381 NA NA NA -4.9046998
## 2248 NA NA NA 91.72934 NA NA -4.0547792
## 2357 82.50000 NA NA 84.02000 NA NA 9.2800003
## 226 NA NA NA 81.57428 NA NA -4.2312539
## 480 NA NA NA 85.96208 NA NA -4.9947579
## 845 80.03089 NA NA 87.23306 NA NA -6.1173613
## 1552 NA NA NA 88.05000 NA NA -7.9087693
## 1609 82.44597 NA NA 87.23290 NA NA -6.1903688
## 1703 55.45000 NA NA NA NA 59.84286 -7.1900001
## 1728 NA NA NA NA NA NA -7.5313334
## 2145 NA NA NA 91.70000 NA NA -5.6929582
## 249 75.85863 NA NA 85.91659 NA NA -5.8127728
## 251 85.31686 NA NA NA NA NA -5.6188216
## 506 78.85744 NA NA NA NA NA 4.3518989
## 556 NA NA NA 81.73782 NA NA 5.2141008
## 1208 NA NA NA 80.24821 NA NA -8.5454545
## 1283 NA NA NA NA NA NA -8.6461622
## 1284 81.47972 NA NA NA NA NA -7.3302372
## 2345 NA NA NA 72.65035 NA NA 9.7585545
## 2565 NA NA NA NA NA NA 5.5255102
## 317 NA NA NA 87.03422 NA NA -4.1511127
## 335 NA NA NA NA NA NA -5.1161064
## 663 76.51779 NA NA 82.87608 NA NA 6.4098446
## 1333 NA NA NA 83.00000 NA NA -5.4110712
## 1475 NA NA NA 85.04545 NA NA -4.1994000
## 19961 NA NA 46.62727 NA NA NA -3.6276833
## 2113 82.12326 NA NA NA NA NA -2.1258123
## 2368 NA NA NA 84.06956 NA NA NA
## 22 NA 84.03416 NA NA NA NA NA
## 63 NA 79.90302 NA NA NA NA -3.7689101
## 168 NA NA NA 87.52112 NA NA -3.0203157
## 174 80.96179 NA NA NA NA NA -4.1666213
## 673 77.77415 NA NA 82.91898 NA NA 2.1187906
## 1177 NA NA NA 90.75625 NA NA -6.4512012
## 1180 NA 86.07656 NA NA NA NA -6.8534188
## 1260 NA NA NA 80.13239 NA NA -6.7257142
## 1744 NA NA NA NA NA NA -6.7060783
## 1759 77.71200 NA NA 85.21395 NA NA -4.6977996
## 2222 NA NA NA NA NA NA NA
## 2362 74.62453 NA NA 79.60000 NA NA 1.8280262
## 2530 80.20000 NA NA NA NA NA 2.0660606
## 2600 NA NA NA 92.15000 NA NA 6.8749112
## 2641 NA NA NA 82.03571 NA NA 7.5061509
## 7581 74.74167 NA NA NA NA NA -2.7670391
## 1178 NA NA NA 82.26667 NA NA -6.8792382
## 1287 76.72667 NA NA 80.01585 NA NA -4.3970000
## 1445 NA NA NA 78.50000 NA NA NA
## 19561 71.01667 NA NA 83.35000 NA NA -1.8570667
## 2229 NA NA NA 87.05843 NA NA -8.2351722
## 2246 NA NA NA 86.78334 NA NA -8.5118998
## 2312 NA 76.40897 NA 75.13478 NA NA 3.0877779
## 2412 NA NA NA 82.37360 NA NA 6.2445395
## 173 80.47395 NA NA 90.31556 NA NA -2.9569122
## 315 NA NA NA 88.70443 NA NA -3.5381622
## 376 NA 85.78254 NA NA NA NA -3.1434742
## 1630 NA NA 49.41250 NA NA NA -4.5850000
## 1646 NA NA NA 89.17500 NA NA -6.4369443
## 1683 NA NA NA NA NA NA NA
## 1891 NA NA NA 88.20000 NA NA -5.5316664
## 1930 NA NA NA 82.93334 NA NA NA
## 2007 NA NA NA NA NA NA -5.0220334
## 2252 NA NA NA 88.20000 NA NA NA
## 2471 NA NA NA 91.28205 NA NA 3.3424675
## 2511 78.29583 NA NA NA NA NA 2.6106306
## 152 NA NA NA NA NA NA -4.6773890
## 307 NA NA NA NA NA NA -2.7677858
## 414 NA NA NA NA NA NA -4.8324809
## 1185 NA 80.48518 NA 87.18158 NA NA -6.7093397
## 1331 77.81111 NA NA 87.30685 NA NA -5.1858389
## 1351 79.65000 NA NA 86.63333 NA NA -5.6977776
## 1565 53.20500 NA 42.90000 NA NA NA -5.0622224
## 1718 NA NA NA 73.90000 NA NA -5.2045455
## 1808 40.40000 NA 44.43750 NA NA NA -5.6187501
## 2013 80.84667 NA NA 86.83878 NA NA -2.5307423
## 2031 NA NA 56.45000 NA NA NA -4.7201571
## 2090 NA NA NA 86.44118 NA NA -8.6457284
## 598 77.49036 NA NA 81.96705 NA NA 6.4552378
## 1155 NA NA NA NA NA NA -8.0239997
## 13581 73.50000 NA NA 84.85714 NA NA -4.9660000
## 1533 NA NA NA 86.88378 NA NA -2.9690455
## 2025 73.80000 NA NA 88.31395 NA NA -2.1449441
## 2035 NA NA NA 87.46774 NA NA -5.4376353
## 2307 NA NA NA 85.86285 NA NA 9.2842203
## 2498 74.18750 NA NA 82.80862 NA NA 4.7652830
## 5321 78.42673 NA NA 84.12735 NA NA 5.2478820
## 975 77.46838 NA NA 83.71871 NA NA -4.7090592
## 1040 74.86111 NA NA 83.93169 NA NA 2.7078710
## 1214 NA NA NA NA NA NA -4.8705780
## 1612 NA NA NA NA NA NA -9.1167859
## 2006 NA NA NA NA NA NA -4.0483846
## 2338 NA NA NA 81.63636 NA NA 3.3437500
## 2504 80.06881 NA NA NA NA NA NA
## 2536 75.25000 NA NA 83.64286 NA NA 5.4825001
## 279 NA NA NA 85.05044 NA NA -5.1487035
## 351 NA NA NA NA NA NA -4.6355635
## 1336 NA NA NA 87.36667 NA NA -2.3524445
## 13492 NA NA NA 85.27708 NA NA -8.1850004
## 1356 NA NA NA NA NA NA -6.0134768
## 1417 NA NA NA 84.54545 NA NA -3.3485454
## 15091 NA NA NA 87.85714 NA NA -3.3066668
## 1542 NA NA NA NA NA NA NA
## 2055 82.18400 NA NA 88.44455 NA NA -5.4604782
## 2273 NA NA NA NA NA NA NA
## 2499 NA NA NA 87.63091 NA NA 9.0670369
## 2566 NA NA NA 88.25898 NA NA 7.4017422
## 51 74.83718 NA NA 80.13518 NA NA -7.6504101
## 365 NA NA NA NA NA NA -7.1210972
## 552 NA NA NA NA NA NA 0.5482774
## 630 NA NA NA NA NA NA 8.4841608
## 1493 NA NA NA NA NA NA -7.1958332
## 1506 NA NA NA NA NA NA -2.6719999
## 1514 NA NA NA NA NA NA NA
## 1925 NA NA NA NA NA NA -5.4034475
## 2349 NA NA NA NA NA NA 3.1058973
## 2413 NA NA NA 76.85000 NA NA 4.9540001
## 2629 NA NA NA 82.15417 NA NA NA
## 48 84.28687 NA NA NA NA NA NA
## 246 NA NA NA NA NA NA -11.1957399
## 1428 NA NA NA 89.27778 NA NA -4.5866665
## 14872 78.30000 NA NA 86.80270 NA NA -4.3045455
## 1503 NA NA NA NA NA NA -2.4082954
## 16981 NA NA NA 87.24146 NA NA -5.0807440
## 1700 NA NA NA NA NA NA -7.3126846
## 2169 61.90000 NA 62.40000 NA NA NA -3.3670777
## 2178 84.36522 NA NA 78.58462 NA NA -4.5779210
## 2626 NA NA NA 85.63605 NA NA 10.1914810
## 3951 NA NA NA 82.53656 NA NA -5.1562613
## 1270 81.06667 NA NA NA NA NA NA
## 1315 81.62043 NA NA 89.50000 NA NA -3.8456076
## 1381 NA NA NA 87.58182 NA NA -7.1242500
## 16531 58.30000 NA NA NA NA NA -6.0884998
## 1661 80.36000 NA NA 85.54810 NA NA -2.6310966
## 2027 83.31667 NA NA 89.53428 NA NA -5.4224570
## 2128 NA NA NA 85.89462 NA NA -5.5502430
## 1220 NA NA NA 86.75102 NA NA NA
## 1369 NA NA NA 71.75555 NA NA NA
## 1392 NA NA NA NA NA NA -5.1016668
## 1751 NA NA NA 89.10000 NA NA -5.8712534
## 1988 NA NA NA NA NA NA -2.9109696
## 2153 NA NA NA 79.76283 NA NA -1.7196584
## 2167 82.92364 NA NA 85.82031 NA NA -5.2870878
## 2437 76.00000 NA NA 79.08152 NA NA 4.5920001
## 2454 79.31470 NA NA 76.06818 NA NA 1.9194366
## 2578 NA NA NA NA NA NA NA
## 1097 73.35972 NA NA 84.62000 NA NA 0.4293128
## 1209 NA NA NA NA NA NA NA
## 1335 72.60000 NA NA 88.20000 NA NA -3.5541975
## 1975 83.15714 NA NA NA NA NA -3.4155763
## 2187 NA NA NA 84.94666 NA NA -5.2468330
## 2259 79.96666 NA NA NA NA NA -3.7417856
## 2341 NA NA NA 84.79091 NA NA 6.5095384
## 2453 NA NA NA 84.70000 NA NA 6.1480470
## 2522 80.50986 NA NA NA NA NA -0.5899061
## 574 71.31518 NA NA 78.60770 NA NA NA
## 590 NA NA NA 84.14214 NA NA 6.8317540
## 983 NA 80.31173 NA NA NA NA -3.8036766
## 1013 77.79737 NA NA 83.79441 NA NA 5.8859789
## 2076 NA NA 39.20000 NA NA NA -3.4570001
## 2158 NA NA NA NA NA NA -8.7330503
## 2177 NA NA NA 88.80000 NA NA NA
## 2324 NA NA NA NA NA NA 5.4110687
## 182 82.65959 NA NA 81.80261 NA NA NA
## 212 82.68449 NA NA 89.63360 NA NA -4.8602021
## 333 79.40380 NA NA 84.32088 NA NA -5.6788252
## 609 79.41834 NA NA 80.70217 NA NA 4.9361398
## 1162 81.00811 NA NA 87.26667 NA NA -2.5763830
## 1286 82.65695 NA NA NA NA NA -3.8599999
## 1426 81.29395 NA NA NA NA NA -1.9739286
## 1611 NA NA NA 88.94237 NA NA -7.4713188
## 1882 NA NA NA 83.31707 NA NA -7.3544272
## 1958 NA 89.42540 NA 89.16184 NA NA -7.6845044
## 2038 NA NA NA NA NA NA -6.8227129
## 2467 NA NA NA 89.90000 NA NA 4.6700001
## 756 76.75000 NA NA 80.08000 NA NA -5.7848149
## 780 NA 74.75724 NA 79.85273 NA NA -3.6689976
## 991 NA NA NA 87.67378 NA NA NA
## 1305 85.46189 NA NA 89.40789 NA NA -4.0978247
## 1373 NA NA NA NA NA NA 0.0887500
## 1459 NA NA NA 84.32927 NA NA -4.2187690
## 1594 46.47500 NA NA NA NA NA 0.5276190
## 1860 NA NA 53.62442 NA NA NA -3.8000000
## 613 NA NA NA 87.08589 NA NA 5.6250285
## 1108 74.22230 NA NA 86.21707 NA NA 0.8917548
## 2279 NA NA NA NA NA NA -3.8576887
## 2310 58.35000 NA NA NA NA NA 6.2427271
## 2333 77.22529 NA NA NA NA NA 5.2361349
## 2348 79.39007 NA NA 81.62903 NA NA NA
## 2372 NA NA NA 87.01772 NA NA NA
## 2526 NA NA NA NA NA NA NA
## 2574 NA NA NA NA NA NA 0.3098758
## 111 76.17540 NA NA 81.20189 NA NA -2.2736122
## 1438 85.37742 NA NA NA NA NA -5.0761365
## 15041 NA NA NA NA NA NA -4.5894735
## 1811 76.80000 NA NA NA NA NA -2.2400000
## 2092 NA NA NA 88.08947 NA NA -5.7008849
## 2131 NA NA 54.30000 NA NA NA -4.5458180
## 2410 85.57778 NA NA 87.35000 NA NA 3.9766668
## 2539 NA 84.30407 NA 84.19192 NA NA 6.0489725
## 1111 76.17540 NA NA 81.20189 NA NA -2.2736122
## 14381 85.37742 NA NA NA NA NA -5.0761365
## 15042 NA NA NA NA NA NA -4.5894735
## 18111 76.80000 NA NA NA NA NA -2.2400000
## 20921 NA NA NA 88.08947 NA NA -5.7008849
## 21311 NA NA 54.30000 NA NA NA -4.5458180
## 24101 85.57778 NA NA 87.35000 NA NA 3.9766668
## 25391 NA 84.30407 NA 84.19192 NA NA 6.0489725
## 529 NA NA NA NA NA NA 7.9031812
## 638 NA NA NA 84.56328 NA NA NA
## 951 NA NA NA NA NA NA -6.7616975
## 1505 82.67419 NA NA NA NA NA -2.8437662
## 1614 NA NA NA NA NA NA -1.9905781
## 1927 83.55384 NA NA 86.25185 NA NA -4.1064482
## 2481 77.82400 NA NA 87.43636 NA NA 6.1784714
## 2590 NA NA NA 86.64798 NA NA 4.4086602
## 467 NA NA NA 86.35191 NA NA -4.8928448
## FC_X_sc FS_X_sc FO_X_sc SI_X_sc SL_X_sc CU_X_sc
## 479 0.06457363 NA NA -9.480494 6.89160571 NA
## 532 -1.13283924 NA NA NA NA -3.6353088
## 1032 NA NA NA 8.850755 NA -1.7015699
## 1042 NA NA NA 10.859166 -1.70880005 NA
## 1047 NA NA NA NA -1.48833338 -3.0518182
## 1964 NA NA NA -10.202071 3.63665811 NA
## 2148 NA NA NA NA NA 4.0392668
## 2154 NA NA NA NA NA NA
## 2192 0.71265300 NA NA -10.825208 6.36250560 NA
## 2241 NA NA NA -9.691182 0.55241945 NA
## 447 NA -7.863948 NA -8.882976 -0.21399903 NA
## 490 1.08567317 NA NA 9.179093 NA NA
## 496 0.77219723 NA NA 9.262683 NA -6.3052506
## 923 NA NA NA -9.056528 3.84448284 NA
## 1038 NA NA NA 7.787206 NA -7.3474531
## 1960 NA NA NA NA NA NA
## 1984 NA -9.503600 NA -8.991100 6.91950560 NA
## 1996 NA NA NA NA NA NA
## 2009 2.90881856 NA NA -9.560720 NA NA
## 2051 NA NA NA -8.337518 4.46210197 NA
## 2085 NA -6.442756 NA -10.166128 2.94212541 1.7600911
## 342 NA NA NA -8.690279 3.16439627 NA
## 362 NA -5.192683 NA NA 1.26505718 NA
## 896 NA NA NA NA 3.13652171 5.6583335
## 1195 NA NA NA -8.489649 4.77502518 NA
## 1389 NA NA NA NA 3.07432703 NA
## 1393 NA NA NA NA NA 6.0690911
## 1463 NA NA NA NA 0.17311476 NA
## 1767 NA NA NA NA 3.39232145 NA
## 2587 NA NA NA 11.758189 -10.07232766 NA
## 2607 NA NA NA NA -3.06668317 NA
## 137 NA NA NA NA -1.54609733 3.6320961
## 258 NA NA NA NA 2.69704877 NA
## 377 NA NA NA -9.261600 -0.44668973 NA
## 1581 NA NA NA NA NA NA
## 1640 NA NA NA NA 4.37815777 6.5138889
## 2382 NA NA NA 9.208489 -0.56297777 0.3035052
## 2503 NA NA NA NA -4.45499992 -9.6336491
## 2622 NA NA NA NA NA -3.7266668
## 69 -1.50413716 NA NA NA 0.87248512 NA
## 136 NA NA NA -8.344835 4.90132716 3.2248118
## 1101 NA NA NA 9.011304 -0.74584866 NA
## 1268 NA NA NA -8.376438 NA NA
## 1279 NA NA NA -10.530144 -0.31234043 NA
## 1308 2.58086959 NA NA NA 5.39199982 NA
## 1324 NA NA NA NA -3.95749998 NA
## 1330 NA NA NA -7.171644 4.27551444 4.6252380
## 2104 NA NA NA NA -5.43183756 NA
## 2314 NA NA NA NA -3.37709685 NA
## 2381 NA NA NA 8.194468 -2.15556172 -3.1865000
## 55 NA NA NA -10.084506 8.28991523 6.0980761
## 1153 NA NA NA -9.658132 7.57563842 6.3400002
## 1439 NA NA NA NA 0.16583333 NA
## 1617 NA NA NA -9.238051 1.11732880 5.7996184
## 1653 NA NA NA NA NA -0.6500000
## 1737 NA NA NA -11.290000 -4.84369955 NA
## 1926 -0.18700000 NA NA -8.349550 NA 2.9205555
## 2300 NA NA NA -11.011316 2.38299999 3.8221668
## 238 NA NA NA -8.966091 7.17466674 5.8956275
## 1077 NA NA NA 5.835871 -7.46906207 -6.5394641
## 1159 2.65933329 NA NA -5.798750 3.11538461 NA
## 1253 NA NA NA NA -2.96833324 NA
## 1387 NA NA NA NA -3.87775499 NA
## 1450 NA NA NA -10.565000 NA NA
## 1915 NA NA NA NA 0.82416669 NA
## 2483 NA NA NA NA -2.49874997 NA
## 612 NA NA NA 7.540190 -1.87284447 -6.5111241
## 1229 NA NA NA NA NA NA
## 1231 -0.63954544 NA NA NA 0.41666667 2.6007693
## 1349 NA NA NA -10.940919 2.29736116 NA
## 1553 NA NA NA -9.292654 3.22028382 NA
## 1660 NA NA NA -10.472370 1.90449238 NA
## 1663 2.14829790 NA NA NA 4.70480292 NA
## 1959 NA NA NA NA NA NA
## 6121 NA NA NA 7.540190 -1.87284447 -6.5111241
## 12291 NA NA NA NA NA NA
## 12311 -0.63954544 NA NA NA 0.41666667 2.6007693
## 13491 NA NA NA -10.940919 2.29736116 NA
## 15531 NA NA NA -9.292654 3.22028382 NA
## 16601 NA NA NA -10.472370 1.90449238 NA
## 16631 2.14829790 NA NA NA 4.70480292 NA
## 19591 NA NA NA NA NA NA
## 476 -1.33310991 NA NA -10.970063 7.38754082 NA
## 527 NA NA NA 7.287790 -1.18017685 -3.4185755
## 576 -1.46900837 NA NA NA NA -5.7018589
## 2047 NA NA NA NA NA NA
## 2118 NA NA NA NA 0.73429375 7.7659402
## 2133 0.58707179 NA NA -9.263849 -0.41063189 NA
## 2134 NA NA NA NA NA NA
## 2139 NA NA NA NA 0.30289869 NA
## 2181 NA NA NA NA 0.96696508 NA
## 2190 1.35079139 NA NA NA 1.73054641 0.8241324
## 2205 1.99167761 NA NA NA 4.25282126 NA
## 2206 NA NA NA -8.594886 6.51209747 NA
## 758 1.38882595 -3.317143 NA NA 8.38289591 6.3095835
## 820 -3.44529861 NA NA -9.013801 8.20200012 5.5585605
## 1535 NA NA NA NA NA 1.7070185
## 1546 NA NA NA NA 0.71328468 1.2706000
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## 1618 0.05450000 NA NA -10.008181 6.80052667 NA
## 1684 NA NA NA NA 10.08249982 NA
## 1740 NA NA NA -8.990000 2.38436175 NA
## 1746 NA NA NA NA 8.58656216 NA
## 2515 NA NA NA 11.079321 -7.33735298 NA
## 2577 NA NA NA NA -2.91939614 NA
## 537 NA NA NA NA -2.82678092 NA
## 960 NA NA NA NA 0.82379364 NA
## 1068 1.90056610 NA NA NA NA -6.6413251
## 12531 NA NA NA NA -2.96833324 NA
## 1301 0.04613793 NA NA -11.428104 5.91707307 NA
## 1487 NA NA NA NA 5.22714296 5.5650001
## 1508 3.32789064 NA NA NA 1.66063294 NA
## 1735 NA NA NA -10.272692 1.23111110 6.1133334
## 2294 NA NA NA -7.306100 0.33245000 NA
## 805 NA NA NA -9.234210 NA 8.4259089
## 1563 1.12894741 NA NA NA NA NA
## 1576 NA NA NA NA NA NA
## 1578 NA -8.053731 NA NA 1.27999997 NA
## 1588 NA NA NA NA 3.72000003 5.9299998
## 1606 NA NA NA NA 6.86340296 NA
## 1644 NA NA NA NA NA 2.0400000
## 1650 -1.36222225 NA NA NA 8.19698370 NA
## 1655 NA NA NA NA NA NA
## 1679 NA NA NA NA 6.79725743 NA
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## 1712 NA NA NA NA NA NA
## 1722 NA NA NA -11.103611 5.51333341 NA
## 1745 NA NA NA -11.160139 2.24281088 NA
## 2562 NA NA NA NA -2.39490007 NA
## 366 0.36757033 NA NA NA 2.18271377 0.8727705
## 389 NA NA NA -9.928225 3.85743525 NA
## 424 NA NA NA -10.018788 0.16796630 7.8039673
## 1627 NA NA NA NA NA NA
## 1668 0.84341835 NA NA -7.865000 6.04900004 NA
## 2123 NA NA NA NA NA NA
## 2146 NA NA NA -9.594714 5.63375373 NA
## 21811 NA NA NA NA 0.96696508 NA
## 231 2.15419155 NA NA NA NA 6.4214585
## 592 NA NA NA 10.974662 -2.02765272 NA
## 813 NA NA NA NA 1.07000000 5.6599998
## 1088 0.99301726 NA NA NA NA -5.9970453
## 1449 NA NA NA -9.984138 0.89477401 NA
## 1670 NA NA NA -9.196520 2.22572871 NA
## 1945 NA -6.665439 NA -8.915022 6.81928347 NA
## 2306 NA NA NA NA NA -2.4449999
## 2527 0.48295080 NA NA 9.575562 -6.90954975 NA
## 340 2.70061017 NA NA -8.373565 8.34636409 NA
## 429 1.29082642 NA NA -8.254847 7.00696879 4.8821979
## 807 NA NA NA NA 1.41059623 3.7256250
## 9231 NA NA NA -9.056528 3.84448284 NA
## 1867 NA NA NA NA NA 3.0633332
## 1956 NA NA NA NA 10.34870292 7.3637918
## 2334 NA NA NA 6.955000 -1.76666673 -2.7149999
## 2450 NA NA NA 11.080648 -1.59408164 NA
## 372 NA NA NA NA 3.29049546 NA
## 412 -0.79439278 NA NA NA NA 5.5362404
## 775 2.08999991 NA NA NA 3.55097552 5.8430769
## 1358 NA NA NA NA 5.76000023 6.6199999
## 1448 NA NA NA -7.366423 1.53585499 NA
## 1899 -2.00666666 NA NA -11.068000 8.00842124 9.8599997
## 1939 NA NA NA NA NA -0.1512100
## 2302 NA NA NA 11.491153 -4.40444438 NA
## 347 NA NA NA -11.047113 1.37018498 NA
## 743 NA NA NA -10.499153 -1.53242619 1.4908861
## 1374 NA NA NA NA 0.35400000 NA
## 1376 NA NA NA -3.648000 2.49000001 0.6847058
## 14871 NA NA NA NA 5.22714296 5.5650001
## 1509 NA NA NA -6.065000 -2.02333323 NA
## 1874 NA NA NA NA NA NA
## 2270 NA NA NA NA 3.14285714 NA
## 711 NA NA NA -10.254800 2.26083462 NA
## 10421 NA NA NA 10.859166 -1.70880005 NA
## 1161 -0.35893938 NA NA NA NA NA
## 1235 NA NA NA NA 0.11895018 2.2876068
## 1300 NA NA NA NA NA NA
## 1320 NA NA NA NA 0.66329893 NA
## 2238 -0.40837571 NA NA -9.509354 4.85178824 NA
## 2569 -0.88959483 NA NA 8.958092 -8.72442598 NA
## 395 NA NA NA NA NA NA
## 1429 NA NA NA -11.430804 5.45492775 NA
## 1440 NA NA NA -9.480000 3.43249989 NA
## 1443 NA NA NA 8.170000 NA 1.0860417
## 1474 NA -7.284796 NA NA 5.21879476 NA
## 1501 NA NA NA NA 1.16525002 NA
## 1502 NA -5.980769 NA -10.392222 6.02637988 NA
## 1504 NA NA NA NA 7.44121205 NA
## 1516 1.92999995 NA NA NA NA 0.8592157
## 1922 NA NA NA NA 2.41774184 NA
## 222 NA NA NA NA 2.95963834 4.8670002
## 4791 0.06457363 NA NA -9.480494 6.89160571 NA
## 1254 NA NA NA -9.513536 1.48400007 6.5087497
## 1343 NA NA NA NA -2.40499997 2.7300000
## 1671 NA -9.258479 NA -9.820563 0.36405064 NA
## 1705 NA -6.793030 NA -8.546666 0.75333333 3.9372729
## 1719 NA NA NA -10.133606 -0.19311321 NA
## 1830 NA NA NA NA 0.97653844 NA
## 1172 NA NA NA NA 3.89254910 6.5072729
## 11951 NA NA NA -8.489649 4.77502518 NA
## 1311 NA NA NA -6.910857 7.79297056 7.0321127
## 1313 NA NA NA -7.473191 2.45231414 NA
## 1353 3.21785709 NA NA -10.755000 NA NA
## 1360 NA NA NA -10.427647 NA 6.3018750
## 1895 NA NA NA NA 0.31525862 NA
## 1983 NA NA NA NA NA NA
## 2248 NA NA NA NA 6.69422132 NA
## 2357 NA NA NA NA -0.30420000 -2.8699999
## 226 NA NA NA NA 0.51676562 NA
## 480 1.75299132 NA NA NA 4.90271255 NA
## 845 NA NA NA -9.902070 -0.34629229 3.0242409
## 1552 NA NA NA -10.623334 0.33155556 NA
## 1609 NA NA NA -10.797602 0.55928572 5.5847126
## 1703 NA NA NA NA NA -5.5949998
## 1728 NA -6.826688 NA -10.312500 -0.23028573 NA
## 2145 NA NA NA NA 2.12831766 NA
## 249 NA NA NA NA 3.77250236 2.4071602
## 251 NA NA NA -9.513785 0.92398812 6.1288825
## 506 2.68860021 NA NA NA NA 2.3436378
## 556 NA NA NA 8.933243 -1.46005642 NA
## 1208 NA NA NA -11.507195 6.79502567 NA
## 1283 NA NA NA NA 3.16335885 NA
## 1284 NA -7.660000 NA NA 2.27208328 5.5348950
## 2345 NA NA NA 10.264901 -2.93987423 NA
## 2565 NA NA NA 8.730120 -0.08813161 NA
## 317 1.69748967 NA NA -10.178449 9.64485467 NA
## 335 NA NA NA NA 4.41154642 NA
## 663 NA NA NA 10.723154 NA -7.3888480
## 1333 2.48000002 NA NA -10.252925 4.53266297 NA
## 1475 NA NA NA NA 0.88882351 NA
## 19961 NA NA NA NA NA NA
## 2113 NA NA NA NA 2.42597749 2.2201116
## 2368 NA NA NA 10.640396 -7.47779397 NA
## 22 -0.08012361 NA NA NA 6.59780019 NA
## 63 NA NA NA NA NA NA
## 168 NA NA NA -7.031087 3.91434462 NA
## 174 0.62331435 NA NA NA NA 4.4266854
## 673 -2.01806819 NA NA NA -1.41685399 -1.5394887
## 1177 NA NA NA -9.808941 1.92242432 NA
## 1180 NA NA NA NA NA NA
## 1260 NA NA NA NA 4.12079987 NA
## 1744 NA NA NA -11.140274 1.09917524 NA
## 1759 NA NA NA -9.910000 3.66631772 8.2296002
## 2222 NA NA NA -10.114152 0.61492041 NA
## 2362 NA NA NA 6.332105 NA -2.1445284
## 2530 NA NA NA NA -9.99026329 -6.1900001
## 2600 NA NA NA 10.526028 -0.44406897 NA
## 2641 NA NA NA NA -0.26992699 NA
## 7581 1.38882595 -3.317143 NA NA 8.38289591 6.3095835
## 1178 NA NA NA -10.937932 8.25200407 NA
## 1287 -0.59142855 NA NA NA 4.98546672 1.7157778
## 1445 NA NA NA NA -2.74062490 NA
## 19561 NA NA NA NA 10.34870292 7.3637918
## 2229 NA NA NA NA 1.41129628 NA
## 2246 NA NA NA -11.046364 1.25895259 NA
## 2312 -1.33187497 NA NA 7.664681 NA NA
## 2412 NA NA NA NA -0.61732397 NA
## 173 NA NA NA NA 1.65302414 2.9762119
## 315 NA NA NA NA 2.24191726 NA
## 376 NA NA NA NA NA NA
## 1630 NA NA NA NA NA NA
## 1646 NA NA NA -9.564084 5.93854184 NA
## 1683 NA -5.839158 NA -7.194193 0.93140626 NA
## 1891 NA NA NA -10.019173 1.60704543 NA
## 1930 -1.25860574 NA NA -8.103614 3.70576647 NA
## 2007 NA NA NA -9.099295 3.38961557 NA
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## 2511 NA NA NA NA -2.25021281 -8.6820831
## 152 NA NA NA -8.529147 4.58190010 NA
## 307 NA NA NA -7.137319 8.30210428 NA
## 414 -1.30430313 NA NA -9.848575 2.27236254 NA
## 1185 1.82333332 NA NA NA NA NA
## 1331 -2.29549297 NA NA -9.832338 NA 7.1811853
## 1351 NA NA NA NA 0.61000001 2.8450000
## 1565 NA NA NA NA 3.01999998 8.0589996
## 1718 NA NA NA NA NA NA
## 1808 NA NA NA NA NA 2.2900000
## 2013 NA NA NA -7.855930 2.83423661 8.7848705
## 2031 NA NA NA NA NA NA
## 2090 NA NA NA -12.287734 -3.37810292 NA
## 598 1.62618824 NA NA NA NA -5.1232549
## 1155 NA NA NA -10.214167 3.54532623 NA
## 13581 NA NA NA NA 5.76000023 6.6199999
## 1533 2.41307133 NA NA NA 2.65116279 NA
## 2025 2.02412094 NA NA -7.626023 3.39496761 6.4960699
## 2035 NA NA NA NA -0.44650854 NA
## 2307 NA NA NA 11.650530 -0.82770334 NA
## 2498 -1.51015149 NA NA NA NA -2.9931250
## 5321 -1.13283924 NA NA NA NA -3.6353088
## 975 NA NA NA NA 5.90894944 4.6765483
## 1040 NA NA NA 7.140135 NA -4.4775001
## 1214 0.54655736 NA NA NA 9.36384622 NA
## 1612 NA NA NA NA NA NA
## 2006 NA NA NA NA NA NA
## 2338 -0.58493332 NA NA 8.699375 -0.28000001 NA
## 2504 NA NA NA 9.677955 NA -9.8933027
## 2536 NA NA NA NA -6.84235292 -6.9299998
## 279 NA NA NA NA 5.62802753 NA
## 351 1.86851183 -8.168405 NA NA NA NA
## 1336 NA NA NA NA 2.31519230 NA
## 13492 NA NA NA -10.940919 2.29736116 NA
## 1356 NA -6.317047 NA NA 0.94754629 NA
## 1417 NA NA NA -6.893871 1.29274510 NA
## 15091 NA NA NA -6.065000 -2.02333323 NA
## 1542 4.48024725 NA NA -2.797040 2.26526718 NA
## 2055 NA NA NA -9.579909 2.44644664 3.6974721
## 2273 NA NA NA -9.886880 6.16449992 NA
## 2499 NA NA NA 11.465693 -4.46821908 NA
## 2566 2.47164011 NA NA 10.435500 0.14090889 NA
## 51 0.18223184 NA NA -10.085077 NA 2.8133855
## 365 NA -3.619733 NA -10.005456 0.01158037 NA
## 552 NA 4.214800 NA NA -3.62510772 NA
## 630 -0.38590261 NA NA 10.871775 -4.62109985 NA
## 1493 NA NA NA NA 6.03199997 NA
## 1506 1.32467209 NA NA NA 3.26200643 NA
## 1514 -3.00999999 NA NA NA -2.86333338 NA
## 1925 NA -5.227175 NA -11.093333 3.53166654 NA
## 2349 NA NA NA 6.780000 -6.10095451 NA
## 2413 NA NA NA 6.856154 NA NA
## 2629 NA NA NA 10.428478 -6.31152456 NA
## 48 NA NA NA -6.946701 NA 5.6435369
## 246 NA NA NA -11.430423 5.73947656 NA
## 1428 NA NA NA NA NA NA
## 14872 NA NA NA NA 5.22714296 5.5650001
## 1503 NA NA NA -7.865748 0.22847059 NA
## 16981 NA NA NA NA 0.87833336 NA
## 1700 NA NA NA -8.248775 2.90073169 NA
## 2169 NA NA NA NA NA 1.3628600
## 2178 NA NA NA NA 0.86938832 4.0984782
## 2626 NA NA NA NA -0.94429094 NA
## 3951 NA NA NA NA NA NA
## 1270 0.09352941 NA NA NA 1.93999999 5.6916669
## 1315 NA NA NA NA NA -0.3788172
## 1381 NA NA NA NA 4.08388901 NA
## 16531 NA NA NA NA NA -0.6500000
## 1661 NA NA NA -9.989242 3.17254555 6.0919998
## 2027 NA NA NA NA 2.61690260 2.9208333
## 2128 NA NA NA NA 6.76144941 NA
## 1220 NA NA NA -10.867605 -1.53199997 NA
## 1369 NA NA NA NA -3.47555563 NA
## 1392 NA NA NA -9.025949 -1.15135514 NA
## 1751 NA NA NA NA 1.11821196 NA
## 1988 NA NA NA -7.973563 8.07968429 NA
## 2153 NA NA NA NA 3.77438489 NA
## 2167 NA NA NA NA NA 1.3793018
## 2437 NA NA NA NA -0.88944446 -1.5057143
## 2454 NA NA NA 5.895833 -3.23000002 -3.3897059
## 2578 -0.17930360 NA NA 7.647202 NA NA
## 1097 NA 5.691840 NA 5.389125 -2.49110345 -1.9582085
## 1209 NA NA NA -7.878182 12.36583328 NA
## 1335 NA NA NA NA 5.11779322 4.8099999
## 1975 NA NA NA NA -0.91700269 0.1561836
## 2187 0.04228033 NA NA NA 6.46345811 NA
## 2259 NA NA NA NA 3.72203714 4.5864000
## 2341 NA NA NA NA -2.91256755 NA
## 2453 NA NA NA 9.011983 0.67034843 NA
## 2522 NA NA NA NA -5.08728404 -4.6305632
## 574 -0.13930778 NA NA 9.065766 NA -7.8479489
## 590 NA NA NA NA -2.10829259 NA
## 983 NA -4.409095 NA -7.643125 0.09367520 NA
## 1013 -0.63792621 NA NA 8.931852 NA -4.7433062
## 2076 NA NA NA NA NA NA
## 2158 NA NA NA -11.881850 0.12076929 NA
## 2177 NA NA NA -11.157609 0.15938835 NA
## 2324 NA NA NA -9.770000 0.16671511 NA
## 182 1.83493752 NA NA -5.814555 4.57314969 3.1584851
## 212 -0.61352085 NA NA -8.681308 NA 3.5967703
## 333 NA NA NA -10.038546 2.82076603 4.0392567
## 609 NA NA NA NA NA -3.8253008
## 1162 2.19308406 NA NA -8.523860 NA 6.8816217
## 1286 NA NA NA -9.046632 1.00561287 3.8815230
## 1426 NA NA NA -5.655500 NA 5.0909999
## 1611 NA NA NA -10.394395 1.84196431 NA
## 1882 NA NA NA NA 7.97885572 NA
## 1958 NA NA NA -10.343422 2.82480455 NA
## 2038 NA -5.585876 NA NA 0.83022756 NA
## 2467 NA NA NA 10.353023 1.07259843 NA
## 756 NA NA NA NA 3.13222228 5.8249998
## 780 NA NA NA NA 2.99283462 NA
## 991 NA NA NA -7.856512 1.44407379 NA
## 1305 NA NA NA NA 1.43333340 0.8537568
## 1373 NA NA NA NA NA NA
## 1459 0.88360001 NA NA NA 1.58922082 NA
## 1594 NA NA NA NA NA 5.7674999
## 1860 NA NA NA NA NA NA
## 613 NA NA NA 9.350246 -3.42812990 NA
## 1108 NA NA NA 6.097165 -3.50239997 -5.0040419
## 2279 NA NA NA NA 1.94617996 NA
## 2310 NA NA NA NA NA -3.8025000
## 2333 NA NA NA 8.105000 NA -1.1209195
## 2348 NA NA NA 9.758869 NA -7.7723406
## 2372 NA NA NA 9.608276 -5.41280630 NA
## 2526 NA NA NA 10.192667 -0.41714287 NA
## 2574 -2.09900578 NA NA 7.318433 -4.76671560 NA
## 111 NA NA NA -6.400908 3.57979454 4.0611536
## 1438 NA NA NA -9.045846 0.86326529 4.8060485
## 15041 NA NA NA NA 7.44121205 NA
## 1811 NA NA NA 7.670000 NA -2.9749999
## 2092 -2.51683719 NA NA -9.426447 7.13238089 NA
## 2131 NA NA NA NA NA NA
## 2410 NA NA NA NA NA -1.1122222
## 2539 NA NA NA NA NA NA
## 1111 NA NA NA -6.400908 3.57979454 4.0611536
## 14381 NA NA NA -9.045846 0.86326529 4.8060485
## 15042 NA NA NA NA 7.44121205 NA
## 18111 NA NA NA 7.670000 NA -2.9749999
## 20921 -2.51683719 NA NA -9.426447 7.13238089 NA
## 21311 NA NA NA NA NA NA
## 24101 NA NA NA NA NA -1.1122222
## 25391 NA NA NA NA NA NA
## 529 NA NA NA NA NA NA
## 638 NA NA NA 10.324194 -1.09987793 NA
## 951 1.27618885 -9.128482 NA NA 3.95001798 NA
## 1505 NA NA NA NA NA 1.6670968
## 1614 2.52058830 NA NA NA 2.86771436 NA
## 1927 0.07592487 NA NA -8.086528 NA 4.9184614
## 2481 NA NA NA NA -8.92342696 -7.0428003
## 2590 -2.37090783 NA NA NA NA NA
## 467 NA NA NA NA 2.95735703 NA
## KC_X_sc EP_X_sc CH_X_sc SC_X_sc KN_X_sc FA_Z_sc FC_Z_sc
## 479 NA NA -9.150629 NA NA 8.781028 4.0358341
## 532 NA NA 5.573913 NA NA 11.469296 3.4124392
## 1032 NA NA 7.814753 NA NA NA NA
## 1042 NA NA 10.388182 NA NA 7.051765 NA
## 1047 NA NA 5.028500 NA NA 10.452683 NA
## 1964 NA NA -7.663469 NA NA 9.615192 NA
## 2148 NA -1.6521182 NA NA NA 5.970944 NA
## 2154 NA -5.3647701 NA NA NA 12.666875 NA
## 2192 NA NA -9.285506 NA NA NA 4.5687052
## 2241 NA NA -11.517757 NA NA 6.684765 NA
## 447 NA NA NA NA NA 8.551237 NA
## 490 -4.0361935 NA 9.084586 NA NA 7.535780 4.8773340
## 496 NA NA 8.714021 NA NA 9.144804 5.9214128
## 923 2.4729249 NA -7.102950 NA NA 10.194482 NA
## 1038 NA NA 7.675648 NA NA 5.873796 NA
## 1960 NA -0.3487900 NA NA NA NA NA
## 1984 NA NA NA NA NA 7.826854 NA
## 1996 NA -2.4686636 NA NA NA 5.087817 NA
## 2009 NA NA -8.620500 NA NA 8.981625 3.5148556
## 2051 NA NA NA NA NA 1.469851 NA
## 2085 NA NA NA NA NA 9.255415 NA
## 342 NA NA -7.828151 NA NA 7.961339 NA
## 362 NA NA NA NA NA 10.072837 NA
## 896 NA NA -6.514000 NA NA 11.718556 NA
## 1195 NA NA -8.617619 NA NA 8.271770 NA
## 1389 NA NA NA NA NA 9.689910 NA
## 1393 NA NA NA NA NA 10.205238 NA
## 1463 NA NA -5.322411 NA NA 11.535000 NA
## 1767 NA NA -6.127500 NA NA 12.106486 NA
## 2587 NA NA NA NA NA NA NA
## 2607 NA NA 8.138400 NA NA 8.470144 NA
## 137 NA NA -10.725090 NA NA 10.962865 NA
## 258 3.0282029 NA -8.677791 NA NA 10.541919 NA
## 377 NA NA -7.379315 NA NA 7.654872 NA
## 1581 NA -2.2972000 NA NA NA 8.129630 NA
## 1640 NA NA NA NA NA 10.676909 NA
## 2382 NA NA NA NA NA 9.141176 NA
## 2503 NA NA NA NA NA 12.334218 NA
## 2622 NA NA 5.513475 NA NA 10.101539 NA
## 69 NA NA NA NA NA 9.514315 6.8404435
## 136 NA NA -9.861467 NA NA 8.949117 NA
## 1101 NA NA 7.747807 NA NA 8.142084 NA
## 1268 2.9535663 NA -7.379844 NA NA 9.619490 NA
## 1279 NA NA -10.511776 NA NA 8.914451 NA
## 1308 3.6978410 NA NA NA NA 10.012330 6.4365214
## 1324 NA NA NA NA NA NA NA
## 1330 NA NA -6.433894 NA NA 10.292402 NA
## 2104 NA NA -8.057550 NA NA NA NA
## 2314 NA NA NA NA NA 10.990238 NA
## 2381 NA NA NA NA NA 9.309794 NA
## 55 NA NA -9.378483 NA NA 8.109108 NA
## 1153 NA NA -9.528571 NA NA 2.774351 NA
## 1439 NA NA NA NA NA 10.298393 NA
## 1617 NA NA -8.927222 NA NA 10.157756 NA
## 1653 NA NA NA NA NA 10.768500 NA
## 1737 NA NA -10.871027 NA NA 7.701418 NA
## 1926 NA NA -9.575774 NA NA 10.117421 6.3930001
## 2300 NA NA NA NA NA 8.948367 NA
## 238 NA NA -8.929589 NA NA 8.677804 NA
## 1077 NA NA 6.871892 NA NA 7.375402 NA
## 1159 NA NA NA NA NA 8.858889 2.5779999
## 1253 NA NA NA NA NA NA NA
## 1387 NA NA -10.101351 NA NA 8.757955 NA
## 1450 NA NA -10.905556 NA NA 8.831200 NA
## 1915 NA NA -4.440000 NA NA 9.759138 NA
## 2483 NA NA NA NA NA 7.081250 NA
## 612 NA NA 7.474927 NA NA 9.677351 NA
## 1229 NA NA NA NA NA 6.107941 NA
## 1231 NA NA -9.477500 NA NA 10.609375 6.2227270
## 1349 NA NA -10.454524 NA NA 3.102500 NA
## 1553 NA NA -8.006667 NA NA 9.656613 NA
## 1660 NA NA -4.810000 NA NA 8.474054 NA
## 1663 NA NA -8.025144 NA NA 10.575315 2.3821276
## 1959 NA -3.8553832 NA NA NA 10.262350 NA
## 6121 NA NA 7.474927 NA NA 9.677351 NA
## 12291 NA NA NA NA NA 6.107941 NA
## 12311 NA NA -9.477500 NA NA 10.609375 6.2227270
## 13491 NA NA -10.454524 NA NA 3.102500 NA
## 15531 NA NA -8.006667 NA NA 9.656613 NA
## 16601 NA NA -4.810000 NA NA 8.474054 NA
## 16631 NA NA -8.025144 NA NA 10.575315 2.3821276
## 19591 NA -3.8553832 NA NA NA 10.262350 NA
## 476 NA NA -10.425760 NA NA 6.954498 3.6737079
## 527 NA NA NA NA NA 8.909371 NA
## 576 NA NA 4.434944 NA NA 10.035540 3.0002995
## 2047 NA NA NA NA NA 6.929171 NA
## 2118 NA NA -10.244358 NA NA 7.614488 NA
## 2133 NA NA -10.168970 NA NA 8.731528 3.2816411
## 2134 NA NA NA NA NA 10.081546 NA
## 2139 NA NA -1.196720 NA NA 11.630964 NA
## 2181 NA NA NA NA NA 9.791100 NA
## 2190 NA NA -6.381270 NA NA 9.312946 3.0662857
## 2205 NA NA NA NA NA 7.820100 5.8752180
## 2206 NA NA -9.305366 NA NA 7.152196 NA
## 758 NA NA NA NA NA 9.134916 2.5801214
## 820 NA NA -8.523018 NA NA NA 7.4447759
## 1535 NA NA NA NA NA 11.057966 NA
## 1546 NA NA NA NA NA 11.003153 NA
## 1555 NA NA -9.433208 NA NA 8.928844 4.2428029
## 1618 NA NA NA NA NA 6.901250 5.0770000
## 1684 5.2528168 NA NA NA NA 10.262224 NA
## 1740 NA NA -5.201667 NA NA 8.554000 NA
## 1746 NA NA -8.858000 NA NA 9.963750 NA
## 2515 NA NA NA NA NA NA NA
## 2577 NA NA 9.537970 NA NA 10.224125 NA
## 537 NA NA 6.104957 NA NA 7.302373 NA
## 960 1.5894142 NA -4.197263 NA NA 11.048651 NA
## 1068 NA NA 8.590532 NA NA 7.731818 5.8656605
## 12531 NA NA NA NA NA NA NA
## 1301 NA NA -8.495000 NA NA 6.680000 4.5436553
## 1487 NA NA -5.421622 NA NA 10.030363 NA
## 1508 NA NA NA NA NA 13.125366 6.6003127
## 1735 NA NA -10.294167 NA NA 7.935312 NA
## 2294 NA NA NA NA NA 9.649857 NA
## 805 NA NA -8.980527 NA NA 8.695652 NA
## 1563 4.2176001 NA -5.102283 NA NA 10.138657 2.3021054
## 1576 NA NA NA NA NA 9.960833 NA
## 1578 NA NA NA NA NA 8.158261 NA
## 1588 NA NA NA NA NA NA NA
## 1606 9.2150002 NA -9.907954 NA NA 10.229006 NA
## 1644 NA NA NA NA NA 10.504627 NA
## 1650 NA NA NA NA NA 9.888209 4.9944445
## 1655 NA NA NA NA NA 6.080000 NA
## 1679 NA NA -10.011290 NA NA 9.640234 NA
## 1698 NA NA -8.524878 NA NA 10.169008 NA
## 1712 NA -1.0011765 NA NA NA 9.841667 NA
## 1722 NA NA -9.641428 NA NA 5.430952 NA
## 1745 NA NA -11.462857 NA NA 2.781667 NA
## 2562 NA NA 5.024736 NA NA 9.194981 NA
## 366 NA NA -7.976223 NA NA 9.306317 7.5151920
## 389 NA NA -10.174278 NA NA 9.373143 NA
## 424 NA NA NA NA NA NA NA
## 1627 NA 1.0133333 NA NA NA 8.938889 NA
## 1668 3.7155556 NA -7.150000 NA NA 10.384810 8.4988266
## 2123 NA NA NA NA NA 9.817150 NA
## 2146 NA NA -6.430055 NA NA 9.462277 NA
## 21811 NA NA NA NA NA 9.791100 NA
## 231 NA NA -7.545797 NA NA 9.836710 3.6850273
## 592 NA NA 10.592851 NA NA 6.864302 NA
## 813 NA NA -2.212857 NA NA 7.533158 NA
## 1088 NA NA 9.442974 NA NA 11.041593 4.6074997
## 1449 NA NA -10.901726 NA NA 9.638176 NA
## 1670 NA NA -7.123121 NA NA 9.590918 NA
## 1945 NA NA NA NA NA 7.525767 NA
## 2306 NA NA 8.040000 NA NA 6.921539 NA
## 2527 NA NA 9.472541 NA NA NA 2.0386885
## 340 NA NA NA NA NA 8.388322 2.7303122
## 429 NA NA -7.731199 NA NA 9.284637 4.8610721
## 807 NA NA -7.894026 NA NA 9.787960 NA
## 9231 2.4729249 NA -7.102950 NA NA 10.194482 NA
## 1867 NA NA -8.867333 NA NA 7.893637 NA
## 1956 NA NA -8.513850 NA NA 11.057972 NA
## 2334 NA NA NA NA NA 10.148572 NA
## 2450 NA NA 7.550890 NA NA 6.618939 NA
## 372 7.3740542 NA NA NA NA 7.729065 NA
## 412 NA NA -8.647297 NA NA 10.537400 6.8793853
## 775 NA NA -3.998182 NA NA 7.210526 3.8399999
## 1358 NA NA -7.580000 NA NA 10.364000 NA
## 1448 NA NA -10.564308 NA NA 9.240000 NA
## 1899 NA NA -10.853334 NA NA 9.580000 5.4633331
## 1939 NA 1.2083333 NA NA NA 8.815812 NA
## 2302 NA NA NA NA NA 9.012500 NA
## 347 NA NA NA NA NA 6.197979 NA
## 743 NA NA -9.822679 NA NA 8.118518 NA
## 1374 NA NA NA NA NA 9.195556 NA
## 1376 NA NA -6.310000 NA NA 10.772537 NA
## 14871 NA NA -5.421622 NA NA 10.030363 NA
## 1509 NA NA -7.108571 NA NA 10.773846 NA
## 1874 NA -4.8078947 NA NA NA 7.722857 NA
## 2270 NA NA -8.560537 NA NA 11.148554 NA
## 711 5.3080860 NA -9.611663 NA NA 10.491136 NA
## 10421 NA NA 10.388182 NA NA 7.051765 NA
## 1161 1.3964463 NA NA NA NA 7.788667 6.4688336
## 1235 NA NA NA NA NA 10.452819 NA
## 1300 NA NA NA NA NA 7.478000 NA
## 1320 NA NA -8.761236 NA NA 9.178035 NA
## 2238 NA NA -8.520117 NA NA NA 3.8827572
## 2569 NA NA 8.854250 NA NA 6.572738 0.6721078
## 395 NA NA -9.458655 NA NA 11.761582 NA
## 1429 NA NA -9.326818 NA NA 1.833636 NA
## 1440 NA NA NA NA NA 8.610000 NA
## 1443 NA NA -9.088786 NA NA 11.512923 NA
## 1474 NA NA NA NA NA 8.412486 NA
## 1501 NA NA -9.525484 NA NA 6.719407 NA
## 1502 NA NA NA NA NA 6.620476 NA
## 1504 NA NA NA NA NA 9.470000 NA
## 1516 NA NA NA NA NA 9.552953 7.7800002
## 1922 NA NA NA NA NA 10.068082 NA
## 222 NA NA -6.895219 NA NA 9.974101 NA
## 4791 NA NA -9.150629 NA NA 8.781028 4.0358341
## 1254 NA NA -8.450000 NA NA 10.016714 NA
## 1343 NA NA NA NA NA NA NA
## 1671 NA NA NA NA NA NA NA
## 1705 NA NA NA NA NA 10.225403 NA
## 1719 NA NA NA NA NA 9.220909 NA
## 1830 NA NA -6.951333 NA NA 10.364489 NA
## 1172 NA NA NA NA NA 9.240889 NA
## 11951 NA NA -8.617619 NA NA 8.271770 NA
## 1311 NA NA NA NA NA 5.831551 NA
## 1313 NA NA -6.006984 NA NA 10.012436 NA
## 1353 NA NA -10.465063 NA NA 8.660450 1.5707143
## 1360 NA NA -8.812500 NA NA 5.970000 NA
## 1895 NA NA -6.580555 NA NA 10.544729 NA
## 1983 NA 4.5759761 NA NA NA 8.346530 NA
## 2248 NA NA -8.782600 NA NA 8.203936 NA
## 2357 NA NA 10.690588 NA NA 8.461687 NA
## 226 NA NA -6.864377 NA NA 9.961509 NA
## 480 NA NA -8.647807 NA NA 9.417595 3.6467022
## 845 NA NA -9.262397 NA NA 9.164028 NA
## 1552 NA NA -6.970000 NA NA 8.224923 NA
## 1609 NA NA -11.189868 NA NA 7.808850 NA
## 1703 NA NA NA NA 1.072857 7.182500 NA
## 1728 NA NA NA NA NA 9.166889 NA
## 2145 NA NA -9.460600 NA NA 7.909833 NA
## 249 NA NA -9.117382 NA NA 9.104924 NA
## 251 NA NA NA NA NA 9.303070 NA
## 506 NA NA NA NA NA 10.782009 6.7975573
## 556 NA NA 7.819861 NA NA 8.394681 NA
## 1208 NA NA -12.333393 NA NA 6.600000 NA
## 1283 NA NA NA NA NA 8.856125 NA
## 1284 NA NA NA NA NA 8.996280 NA
## 2345 NA NA 11.418252 NA NA 3.170241 NA
## 2565 NA NA NA NA NA 9.277572 NA
## 317 NA NA -9.346519 NA NA 7.434984 3.1384168
## 335 NA NA NA NA NA 10.359538 NA
## 663 NA NA 8.918895 NA NA 5.729233 NA
## 1333 NA NA -8.050000 NA NA 10.461072 8.2399998
## 1475 NA NA -6.537273 NA NA 9.073600 NA
## 19961 NA -2.4686636 NA NA NA 5.087817 NA
## 2113 NA NA NA NA NA 10.922874 NA
## 2368 NA NA 9.919565 NA NA NA NA
## 22 2.8793676 NA NA NA NA NA 10.8210984
## 63 6.2333943 NA NA NA NA 9.766305 NA
## 168 NA NA -8.729221 NA NA 10.953235 NA
## 174 NA NA NA NA NA 11.132362 5.7395800
## 673 NA NA 5.579328 NA NA 10.826123 2.5590749
## 1177 NA NA -9.890781 NA NA 8.708614 NA
## 1180 4.9722692 NA NA NA NA 8.272616 NA
## 1260 NA NA -8.743381 NA NA 9.286531 NA
## 1744 NA NA NA NA NA 11.006078 NA
## 1759 NA NA -8.741163 NA NA 10.780367 NA
## 2222 NA NA NA NA NA NA NA
## 2362 NA NA 3.505753 NA NA 10.506053 NA
## 2530 NA NA NA NA NA 7.571970 NA
## 2600 NA NA 10.369900 NA NA 8.490296 NA
## 2641 NA NA 7.317607 NA NA 9.641259 NA
## 7581 NA NA NA NA NA 9.134916 2.5801214
## 1178 NA NA -10.340000 NA NA 5.757429 NA
## 1287 NA NA -7.721159 NA NA 11.870640 6.0399998
## 1445 NA NA -6.680000 NA NA NA NA
## 19561 NA NA -8.513850 NA NA 11.057972 NA
## 2229 NA NA -8.790494 NA NA 8.307517 NA
## 2246 NA NA -9.840083 NA NA 7.117467 NA
## 2312 -3.8469230 NA 6.138044 NA NA 9.422778 1.7981250
## 2412 NA NA 8.013760 NA NA 10.030962 NA
## 173 NA NA -7.955656 NA NA 10.333460 NA
## 315 NA NA -9.017524 NA NA 10.373495 NA
## 376 3.0407815 NA NA NA NA 10.822970 NA
## 1630 NA -0.2462500 NA NA NA 9.265000 NA
## 1646 NA NA -8.817500 NA NA 7.758056 NA
## 1683 NA NA NA NA NA NA NA
## 1891 NA NA -11.140000 NA NA 10.083333 NA
## 1930 NA NA -9.983322 NA NA NA 4.4530287
## 2007 NA NA NA NA NA 2.759730 NA
## 2252 NA NA -6.587025 NA NA NA NA
## 2471 NA NA 8.154872 NA NA 7.675844 NA
## 2511 NA NA NA NA NA 7.620360 NA
## 152 NA NA NA NA NA 7.184037 NA
## 307 NA NA NA NA NA 4.044169 NA
## 414 NA NA NA NA NA 7.707821 6.6045837
## 1185 4.7362965 NA -8.601974 NA NA 10.178922 1.5522223
## 1331 NA NA -9.582055 NA NA 8.667181 5.8290609
## 1351 NA NA -8.430000 NA NA 9.517778 NA
## 1565 NA 0.7800000 NA NA NA 9.275556 NA
## 1718 NA NA -6.340000 NA NA 9.025758 NA
## 1808 NA -4.0291665 NA NA NA 9.633750 NA
## 2013 NA NA -7.810725 NA NA 8.985479 NA
## 2031 NA -2.5055863 NA NA NA 6.030014 NA
## 2090 NA NA -11.377294 NA NA 8.014200 NA
## 598 NA NA 9.276252 NA NA 7.760864 4.3997871
## 1155 NA NA NA NA NA 4.631765 NA
## 13581 NA NA -7.580000 NA NA 10.364000 NA
## 1533 NA NA -7.166216 NA NA 9.809182 3.4060000
## 2025 NA NA -7.657923 NA NA 10.603353 4.0165670
## 2035 NA NA -6.251097 NA NA 10.124257 NA
## 2307 NA NA 12.341528 NA NA 5.792248 NA
## 2498 NA NA 7.894483 NA NA 10.626226 3.0353031
## 5321 NA NA 5.573913 NA NA 11.469296 3.4124392
## 975 NA NA -10.260307 NA NA 9.371486 NA
## 1040 NA NA 7.089789 NA NA 9.288194 NA
## 1214 NA NA NA NA NA 10.699653 4.0788525
## 1612 NA NA NA NA NA 8.964286 NA
## 2006 NA NA NA NA NA 9.502577 NA
## 2338 NA NA 7.065227 NA NA 6.422500 3.4492000
## 2504 NA NA NA NA NA NA NA
## 2536 NA NA 8.505714 NA NA 8.628333 NA
## 279 NA NA -9.797321 NA NA 10.700194 NA
## 351 NA NA NA NA NA 10.385096 3.2450436
## 1336 NA NA -7.123334 NA NA 10.291555 NA
## 13492 NA NA -10.454524 NA NA 3.102500 NA
## 1356 NA NA NA NA NA 9.752629 NA
## 1417 NA NA -8.863636 NA NA 10.555091 NA
## 15091 NA NA -7.108571 NA NA 10.773846 NA
## 1542 NA NA NA NA NA NA 9.7967233
## 2055 NA NA -8.320970 NA NA 9.227928 NA
## 2273 NA NA NA NA NA NA NA
## 2499 NA NA 11.331091 NA NA 7.512500 NA
## 2566 NA NA 8.384205 NA NA 8.509505 5.3615999
## 51 NA NA -7.981430 NA NA 9.508821 3.5772436
## 365 NA NA NA NA NA 8.126765 NA
## 552 NA NA NA NA NA 8.780921 NA
## 630 NA NA NA NA NA 9.267497 4.8208863
## 1493 NA NA NA NA NA 8.900833 NA
## 1506 NA NA NA NA NA 8.241000 6.4955194
## 1514 NA NA NA NA NA NA 8.6899996
## 1925 NA NA NA NA NA 9.292078 NA
## 2349 NA NA NA NA NA 8.808425 NA
## 2413 NA NA 9.180000 NA NA 9.058000 NA
## 2629 NA NA 8.380884 NA NA NA NA
## 48 NA NA NA NA NA NA NA
## 246 NA NA NA NA NA 1.758461 NA
## 1428 NA NA -3.850000 NA NA 8.273838 NA
## 14872 NA NA -5.421622 NA NA 10.030363 NA
## 1503 NA NA NA NA NA 7.973978 NA
## 16981 NA NA -8.524878 NA NA 10.169008 NA
## 1700 NA NA NA NA NA 1.740986 NA
## 2169 NA -0.3873400 NA NA NA 7.750711 NA
## 2178 NA NA -9.621379 NA NA 10.490291 NA
## 2626 NA NA 9.924830 NA NA 5.435432 NA
## 3951 NA NA -9.458655 NA NA 11.761582 NA
## 1270 NA NA NA NA NA NA 6.2276472
## 1315 NA NA -8.280000 NA NA 11.665981 NA
## 1381 NA NA -9.424545 NA NA 9.226750 NA
## 16531 NA NA NA NA NA 10.768500 NA
## 1661 NA NA -9.458228 NA NA 8.602324 NA
## 2027 NA NA -7.242814 NA NA 9.965352 NA
## 2128 NA NA -10.685346 NA NA 10.141744 NA
## 1220 NA NA -8.911224 NA NA NA NA
## 1369 NA NA -7.748889 NA NA NA NA
## 1392 NA NA NA NA NA 3.321667 NA
## 1751 NA NA -6.316667 NA NA 10.935477 NA
## 1988 NA NA NA NA NA 7.200833 NA
## 2153 NA NA -7.869487 NA NA 10.977753 NA
## 2167 NA NA -8.465359 NA NA 11.140149 NA
## 2437 NA NA 9.193369 NA NA 10.394399 NA
## 2454 NA NA 8.397500 NA NA 9.857747 NA
## 2578 NA NA NA NA NA NA 4.4206862
## 1097 NA NA 6.831343 NA NA 10.660348 NA
## 1209 NA NA NA NA NA NA NA
## 1335 NA NA -8.375000 NA NA 8.984568 NA
## 1975 NA NA NA NA NA 10.162292 NA
## 2187 NA NA -10.273567 NA NA 10.613255 5.6336498
## 2259 NA NA NA NA NA 9.503250 NA
## 2341 NA NA 8.251818 NA NA 9.491154 NA
## 2453 NA NA 7.820000 NA NA 9.313046 NA
## 2522 NA NA NA NA NA 2.884038 NA
## 574 NA NA 10.473349 NA NA NA 2.9696209
## 590 NA NA 9.844383 NA NA 10.543563 NA
## 983 3.6958419 NA NA NA NA 10.011846 NA
## 1013 NA NA 8.211564 NA NA 8.950479 4.7440586
## 2076 NA 1.8968800 NA NA NA 8.972490 NA
## 2158 NA NA NA NA NA 6.817100 NA
## 2177 NA NA -10.182300 NA NA NA NA
## 2324 NA NA NA NA NA 10.027878 NA
## 182 NA NA -5.531065 NA NA NA 5.1269498
## 212 NA NA -9.019025 NA NA 8.898034 4.2664498
## 333 NA NA -8.551387 NA NA 9.084098 NA
## 609 NA NA 8.639028 NA NA 9.538371 NA
## 1162 NA NA -6.556190 NA NA 8.685106 0.5360748
## 1286 NA NA NA NA NA 8.810000 NA
## 1426 NA NA NA NA NA 10.956219 NA
## 1611 NA NA -9.454407 NA NA 9.583407 NA
## 1882 NA NA -10.178293 NA NA 7.848297 NA
## 1958 2.4293667 NA -10.841676 NA NA 7.957708 NA
## 2038 NA NA NA NA NA 8.783179 NA
## 2467 NA NA 9.790000 NA NA 12.320000 NA
## 756 NA NA -8.256000 NA NA 9.336667 NA
## 780 2.3321380 NA -8.646666 NA NA 10.603979 NA
## 991 NA NA -8.916159 NA NA NA NA
## 1305 NA NA -8.425527 NA NA 10.512922 NA
## 1373 NA NA NA NA NA 9.313125 NA
## 1459 NA NA -6.125732 NA NA 11.016695 8.7067999
## 1594 NA NA NA NA NA 9.390476 NA
## 1860 NA -0.6058139 NA NA NA 8.935000 NA
## 613 NA NA 6.491178 NA NA 8.484272 NA
## 1108 NA NA 7.383561 NA NA 7.632139 NA
## 2279 NA NA NA NA NA 10.570266 NA
## 2310 NA NA NA NA NA 9.062727 NA
## 2333 NA NA NA NA NA 10.244601 NA
## 2348 NA NA 10.316774 NA NA NA NA
## 2372 NA NA 9.193797 NA NA NA NA
## 2526 NA NA NA NA NA NA NA
## 2574 NA NA NA NA NA 9.766129 1.3064685
## 111 NA NA -8.016481 NA NA 6.894925 NA
## 1438 NA NA NA NA NA 6.980227 NA
## 15041 NA NA NA NA NA 9.470000 NA
## 1811 NA NA NA NA NA 6.236938 NA
## 2092 NA NA -8.557211 NA NA 8.887654 7.7669997
## 2131 NA -1.7073666 NA NA NA 9.567091 NA
## 2410 NA NA 7.558750 NA NA 11.168334 NA
## 2539 -0.9134512 NA 10.043119 NA NA 10.400200 NA
## 1111 NA NA -8.016481 NA NA 6.894925 NA
## 14381 NA NA NA NA NA 6.980227 NA
## 15042 NA NA NA NA NA 9.470000 NA
## 18111 NA NA NA NA NA 6.236938 NA
## 20921 NA NA -8.557211 NA NA 8.887654 7.7669997
## 21311 NA -1.7073666 NA NA NA 9.567091 NA
## 24101 NA NA 7.558750 NA NA 11.168334 NA
## 25391 -0.9134512 NA 10.043119 NA NA 10.400200 NA
## 529 NA NA NA NA NA 9.210119 NA
## 638 NA NA 8.785393 NA NA NA NA
## 951 NA NA NA NA NA 10.834587 5.3330332
## 1505 NA NA NA NA NA 9.216493 NA
## 1614 NA NA NA NA NA 10.668960 4.3256864
## 1927 NA NA -5.144556 NA NA 9.664759 7.4501391
## 2481 NA NA 9.665636 NA NA 8.749427 NA
## 2590 NA NA 9.413513 NA NA 9.714480 1.9343300
## 467 NA NA -8.885717 NA NA 10.305333 NA
## FS_Z_sc FO_Z_sc SI_Z_sc SL_Z_sc CU_Z_sc KC_Z_sc
## 479 NA NA 4.1690082 2.24981745 NA NA
## 532 NA NA NA NA -6.4459221 NA
## 1032 NA NA 7.0895913 NA 1.6035269 NA
## 1042 NA NA 3.3141666 1.13000000 NA NA
## 1047 NA NA NA -0.75083335 -9.2418185 NA
## 1964 NA NA 7.3840184 1.30147605 NA NA
## 2148 NA NA NA NA -1.3848445 NA
## 2154 NA NA NA NA NA NA
## 2192 NA NA 3.4698499 4.28509988 NA NA
## 2241 NA NA 2.3093246 3.50977770 NA NA
## 447 -0.3101933 NA 4.8842376 -0.96464704 NA NA
## 490 NA NA 5.9989437 NA NA -3.654700
## 496 NA NA 6.1807360 NA -3.3382023 NA
## 923 NA NA 7.0361001 1.25872413 NA -2.872060
## 1038 NA NA 3.1624750 NA -8.7263510 NA
## 1960 NA NA NA NA NA NA
## 1984 3.7058499 NA 5.8056998 0.34745617 NA NA
## 1996 NA NA NA NA NA NA
## 2009 NA NA 7.0009999 NA NA NA
## 2051 NA NA -6.2509910 5.75611086 NA NA
## 2085 2.7991040 NA 5.9517231 2.64509841 -3.9142512 NA
## 342 NA NA 5.6940967 -2.55947760 NA NA
## 362 1.6446749 NA NA 3.66222662 NA NA
## 896 NA NA NA 1.83608694 -7.0191669 NA
## 1195 NA NA 5.3928072 0.09095000 NA NA
## 1389 NA NA NA -0.06038462 NA NA
## 1393 NA NA NA NA -9.5863634 NA
## 1463 NA NA NA 4.44934432 NA NA
## 1767 NA NA NA 4.03428568 NA NA
## 2587 NA NA 2.8880811 0.40170820 NA NA
## 2607 NA NA NA 0.79630566 NA NA
## 137 NA NA NA 0.31244614 -3.0863930 NA
## 258 NA NA NA -0.66428631 NA -10.448301
## 377 NA NA 4.8611159 0.54645169 NA NA
## 1581 NA NA NA NA NA NA
## 1640 NA NA NA -0.24763157 -0.9236111 NA
## 2382 NA NA 6.7450360 4.08355550 -2.3165980 NA
## 2503 NA NA NA 3.04250002 -2.2740285 NA
## 2622 NA NA NA NA 2.0866390 NA
## 69 NA NA NA 0.66954522 NA NA
## 136 NA NA 6.7295192 0.14567169 -9.0045030 NA
## 1101 NA NA 6.4000083 0.48179981 NA NA
## 1268 NA NA 8.0319635 NA NA -6.268392
## 1279 NA NA 5.9862355 4.14496456 NA NA
## 1308 NA NA NA 3.41274986 NA -10.150114
## 1324 NA NA NA 7.45499992 NA NA
## 1330 NA NA 8.9333889 0.21837143 -11.1046666 NA
## 2104 NA NA NA 9.82868767 NA NA
## 2314 NA NA NA -3.11451623 NA NA
## 2381 NA NA 6.9228723 2.74260271 -2.0907499 NA
## 55 NA NA 4.5266738 -2.08170806 -6.5781175 NA
## 1153 NA NA -5.3373152 5.05995602 -8.0699997 NA
## 1439 NA NA NA 1.61124992 NA NA
## 1617 NA NA 7.3325847 4.08643832 -9.8983650 NA
## 1653 NA NA NA NA -6.2300000 NA
## 1737 NA NA 7.2216670 4.18618510 NA NA
## 1926 NA NA 8.7140448 NA -4.5547223 NA
## 2300 NA NA 5.1505790 0.62400999 -6.6738834 NA
## 238 NA NA 6.6962425 -0.73155128 -8.6134126 NA
## 1077 NA NA 7.2094837 -1.25027024 -4.2960715 NA
## 1159 NA NA 9.0725002 -1.36923071 NA NA
## 1253 NA NA NA 10.29833349 NA NA
## 1387 NA NA NA 4.42408161 NA NA
## 1450 NA NA 8.4700003 NA NA NA
## 1915 NA NA NA -0.93916670 NA NA
## 2483 NA NA NA -0.39250001 NA NA
## 612 NA NA 7.7101621 1.40190625 -9.7261466 NA
## 1229 NA NA NA NA NA NA
## 1231 NA NA NA 3.30629617 -1.6853846 NA
## 1349 NA NA 2.9287132 -0.11569444 NA NA
## 1553 NA NA 6.4548675 -0.16539007 NA NA
## 1660 NA NA 4.8104870 0.71196923 NA NA
## 1663 NA NA NA 1.22591397 NA NA
## 1959 NA NA NA NA NA NA
## 6121 NA NA 7.7101621 1.40190625 -9.7261466 NA
## 12291 NA NA NA NA NA NA
## 12311 NA NA NA 3.30629617 -1.6853846 NA
## 13491 NA NA 2.9287132 -0.11569444 NA NA
## 15531 NA NA 6.4548675 -0.16539007 NA NA
## 16601 NA NA 4.8104870 0.71196923 NA NA
## 16631 NA NA NA 1.22591397 NA NA
## 19591 NA NA NA NA NA NA
## 476 NA NA 5.1189013 -1.60317693 NA NA
## 527 NA NA 5.6022571 2.07344964 -8.0025223 NA
## 576 NA NA NA NA -8.9783240 NA
## 2047 NA NA NA NA NA NA
## 2118 NA NA NA 0.50930314 -3.3514400 NA
## 2133 NA NA 6.8250607 -0.17703742 NA NA
## 2134 NA NA NA NA NA NA
## 2139 NA NA NA -0.35206490 NA NA
## 2181 NA NA NA 1.82736738 NA NA
## 2190 NA NA NA 0.81693574 -9.0955882 NA
## 2205 NA NA NA 1.23312011 NA NA
## 2206 NA NA 1.0159084 4.20849282 NA NA
## 758 1.8377898 NA NA 1.80006788 -7.7904163 NA
## 820 NA NA 7.3438659 -2.83559998 -7.4216665 NA
## 1535 NA NA NA NA -6.5367705 NA
## 1546 NA NA NA 2.73821175 -5.4390997 NA
## 1555 NA NA 5.7922949 NA NA NA
## 1618 NA NA 3.4331818 -0.74315789 NA NA
## 1684 NA NA NA -3.33291658 NA -10.065071
## 1740 NA NA 5.2900000 -1.14829790 NA NA
## 1746 NA NA NA 1.92968750 NA NA
## 2515 NA NA -1.3134951 -0.44294119 NA NA
## 2577 NA NA NA 2.93248045 NA NA
## 537 NA NA NA 0.83041768 NA NA
## 960 NA NA NA 1.53151584 NA -8.840849
## 1068 NA NA NA NA -8.2940961 NA
## 12531 NA NA NA 10.29833349 NA NA
## 1301 NA NA 2.4303449 2.45097562 NA NA
## 1487 NA NA NA 2.60469382 -5.8850002 NA
## 1508 NA NA NA -0.12265822 NA NA
## 1735 NA NA 3.7753848 1.57000001 -5.7066669 NA
## 2294 NA NA 9.2872496 0.79869378 NA NA
## 805 NA NA 5.9205262 NA -5.8209090 NA
## 1563 NA NA NA NA NA -4.194000
## 1576 NA NA NA NA NA NA
## 1578 0.6470149 NA NA 3.02999997 NA NA
## 1588 NA NA NA 6.99875021 -3.4500000 NA
## 1606 NA NA NA -0.86880593 NA -4.975000
## 1644 NA NA NA NA 1.0000000 NA
## 1650 NA NA NA 1.61555554 NA NA
## 1655 NA NA NA NA NA NA
## 1679 NA NA NA 1.06810125 NA NA
## 1698 NA NA NA 1.72282058 NA NA
## 1712 NA NA NA NA NA NA
## 1722 NA NA 0.3734722 2.23496296 NA NA
## 1745 NA NA 4.5183722 0.70583785 NA NA
## 2562 NA NA NA 0.41868047 NA NA
## 366 NA NA NA 2.45990337 -3.5450419 NA
## 389 NA NA 5.1301011 1.20446580 NA NA
## 424 NA NA 3.6903221 -0.56296449 -6.1433551 NA
## 1627 NA NA NA NA NA NA
## 1668 NA NA 7.1050000 1.88366661 NA -10.652798
## 2123 NA NA NA NA NA NA
## 2146 NA NA 5.2494560 0.34218807 NA NA
## 21811 NA NA NA 1.82736738 NA NA
## 231 NA NA NA NA -7.5854168 NA
## 592 NA NA 2.7325786 1.22238835 NA NA
## 813 NA NA NA 1.59675681 -6.4900002 NA
## 1088 NA NA NA NA -8.0518182 NA
## 1449 NA NA 6.8825862 3.07757051 NA NA
## 1670 NA NA 6.8220352 2.16939694 NA NA
## 1945 3.6274879 NA 6.5188916 1.89301149 NA NA
## 2306 NA NA NA NA -5.6999998 NA
## 2527 NA NA 0.5561735 -3.76594585 NA NA
## 340 NA NA 6.0658107 -0.76727608 NA NA
## 429 NA NA 6.4373975 0.70978049 -4.9576198 NA
## 807 NA NA NA 3.35834683 -1.3300000 NA
## 9231 NA NA 7.0361001 1.25872413 NA -2.872060
## 1867 NA NA NA NA -2.5133333 NA
## 1956 NA NA NA -0.81343785 -10.5833333 NA
## 2334 NA NA 8.8800001 2.23333327 -7.1050000 NA
## 2450 NA NA 3.7615961 -0.32122449 NA NA
## 372 NA NA NA 0.81214614 NA -5.266870
## 412 NA NA NA NA -3.9584404 NA
## 775 NA NA NA -1.45243901 -5.3315383 NA
## 1358 NA NA NA 2.03999996 -5.2600002 NA
## 1448 NA NA 8.6617884 2.64808283 NA NA
## 1899 NA NA 4.8413335 -0.32000000 -7.2600002 NA
## 1939 NA NA NA NA 8.9050703 NA
## 2302 NA NA 4.5292309 -1.41611110 NA NA
## 347 NA NA 4.4948946 0.82637012 NA NA
## 743 NA NA 4.5949428 2.31966484 -1.9621518 NA
## 1374 NA NA NA -4.20400009 NA NA
## 1376 NA NA 11.2260002 1.32000005 -7.7427452 NA
## 14871 NA NA NA 2.60469382 -5.8850002 NA
## 1509 NA NA 10.0649996 2.25333341 NA NA
## 1874 NA NA NA NA NA NA
## 2270 NA NA NA 2.66789050 NA NA
## 711 NA NA 8.5703998 0.56623671 NA -6.693226
## 10421 NA NA 3.3141666 1.13000000 NA NA
## 1161 NA NA NA NA NA -7.904986
## 1235 NA NA NA -2.71350532 -6.7391451 NA
## 1300 NA NA NA NA NA NA
## 1320 NA NA NA 0.62835052 NA NA
## 2238 NA NA 3.2675209 2.32842950 NA NA
## 2569 NA NA 1.2355803 -1.41879900 NA NA
## 395 NA NA NA NA NA NA
## 1429 NA NA -2.0939080 0.58637680 NA NA
## 1440 NA NA 5.4800000 0.62000000 NA NA
## 1443 NA NA 6.3600001 NA 0.8124306 NA
## 1474 2.5745918 NA NA 1.04492305 NA NA
## 1501 NA NA NA 1.09816666 NA NA
## 1502 -0.5546154 NA 1.9911556 3.39996425 NA NA
## 1504 NA NA NA -0.49666665 NA NA
## 1516 NA NA NA NA -7.2766664 NA
## 1922 NA NA NA 0.54290322 NA NA
## 222 NA NA NA 3.01940123 -4.4778005 NA
## 4791 NA NA 4.1690082 2.24981745 NA NA
## 1254 NA NA 6.8407185 3.85361909 -9.9552401 NA
## 1343 NA NA NA 9.09500027 5.2600002 NA
## 1671 3.2463044 NA 5.3711876 0.20443037 NA NA
## 1705 2.3964646 NA 10.2049999 0.13666666 -6.5920452 NA
## 1719 NA NA 5.9789458 1.00902514 NA NA
## 1830 NA NA NA 0.41769229 NA NA
## 1172 NA NA NA 0.75411763 -5.2654544 NA
## 11951 NA NA 5.3928072 0.09095000 NA NA
## 1311 NA NA 4.6340951 -0.18292080 -8.3859158 NA
## 1313 NA NA 8.1750001 0.12785124 NA NA
## 1353 NA NA 8.5141665 NA NA NA
## 1360 NA NA 4.6782352 NA -3.9992858 NA
## 1895 NA NA NA -2.11043101 NA NA
## 1983 NA NA NA NA NA NA
## 2248 NA NA NA 0.99722139 NA NA
## 2357 NA NA NA 0.31459999 -0.3300000 NA
## 226 NA NA NA -0.24257764 NA NA
## 480 NA NA NA -0.21990603 NA NA
## 845 NA NA 5.9659901 1.59013530 -4.3696858 NA
## 1552 NA NA 6.8066667 -0.21644444 NA NA
## 1609 NA NA 3.6846577 4.35642854 -1.4538506 NA
## 1703 NA NA NA NA 7.8649998 NA
## 1728 3.1932450 NA 9.3275003 3.64228581 NA NA
## 2145 NA NA NA -0.09018647 NA NA
## 249 NA NA NA 2.06933675 -2.2387913 NA
## 251 NA NA 4.6819606 -1.56846224 -6.0073767 NA
## 506 NA NA NA NA 0.3324056 NA
## 556 NA NA 6.6352765 2.61626901 NA NA
## 1208 NA NA 2.3436584 4.41228922 NA NA
## 1283 NA NA NA -2.94450378 NA NA
## 1284 5.3583336 NA NA -1.89354165 -3.6554894 NA
## 2345 NA NA -2.2069802 0.36213838 NA NA
## 2565 NA NA 7.9903616 3.80189140 NA NA
## 317 NA NA 4.1458048 0.85729176 NA NA
## 335 NA NA NA 0.39122791 NA NA
## 663 NA NA 0.7251758 NA 0.4230110 NA
## 1333 NA NA 6.5911318 0.21637393 NA NA
## 1475 NA NA NA 1.07000003 NA NA
## 19961 NA NA NA NA NA NA
## 2113 NA NA NA 1.58464126 -5.0225117 NA
## 2368 NA NA 4.5614285 -0.16323530 NA NA
## 22 NA NA NA 0.10504615 NA -5.602843
## 63 NA NA NA NA NA -9.070234
## 168 NA NA 7.8594973 4.15871991 NA NA
## 174 NA NA NA NA -5.6880816 NA
## 673 NA NA NA 1.36766110 -6.6202576 NA
## 1177 NA NA 5.9609856 2.91565661 NA NA
## 1180 NA NA NA NA NA -3.128279
## 1260 NA NA NA -0.32439999 NA NA
## 1744 NA NA 6.2835163 3.53103087 NA NA
## 1759 NA NA 7.5000000 -0.10812275 -6.1306000 NA
## 2222 NA NA 1.3849509 0.44741076 NA NA
## 2362 NA NA 10.3864917 NA -3.9656602 NA
## 2530 NA NA NA 0.46815792 -7.6900001 NA
## 2600 NA NA 5.8419616 2.31554901 NA NA
## 2641 NA NA NA 2.68095245 NA NA
## 7581 1.8377898 NA NA 1.80006788 -7.7904163 NA
## 1178 NA NA 2.5641905 -2.86584700 NA NA
## 1287 NA NA NA 0.34626666 -7.6277778 NA
## 1445 NA NA NA 6.98562479 NA NA
## 19561 NA NA NA -0.81343785 -10.5833333 NA
## 2229 NA NA NA 3.37428707 NA NA
## 2246 NA NA 2.8475702 0.22760790 NA NA
## 2312 NA NA 7.8578721 NA NA -5.107436
## 2412 NA NA NA 2.20422535 NA NA
## 173 NA NA NA -1.24437604 -6.2553407 NA
## 315 NA NA NA 0.81053594 NA NA
## 376 NA NA NA NA NA -5.109643
## 1630 NA NA NA NA NA NA
## 1646 NA NA 5.0630987 -1.54069445 NA NA
## 1683 2.1380000 NA 8.9859881 4.60203123 NA NA
## 1891 NA NA 6.5821804 -0.67784093 NA NA
## 1930 NA NA 4.2689998 2.35577774 NA NA
## 2007 NA NA 2.4468546 -1.64257050 NA NA
## 2252 NA NA 1.6417204 -0.57868680 NA NA
## 2471 NA NA NA -1.99068961 NA NA
## 2511 NA NA NA 0.66659574 -5.2654168 NA
## 152 NA NA 4.3954035 2.89173739 NA NA
## 307 NA NA 0.5952149 1.01034401 NA NA
## 414 NA NA 4.7495222 0.22798342 NA NA
## 1185 NA NA NA NA NA -5.894815
## 1331 NA NA 5.8799741 NA -4.3214817 NA
## 1351 NA NA NA 4.71000004 -0.6450000 NA
## 1565 NA NA NA 10.77000046 2.5740000 NA
## 1718 NA NA NA NA NA NA
## 1808 NA NA NA NA -0.7900000 NA
## 2013 NA NA 4.0621600 1.76487784 -4.7732001 NA
## 2031 NA NA NA NA NA NA
## 2090 NA NA 7.4667333 3.55913229 NA NA
## 598 NA NA NA NA 1.6305966 NA
## 1155 NA NA -1.9316667 0.09358695 NA NA
## 13581 NA NA NA 2.03999996 -5.2600002 NA
## 1533 NA NA NA -0.97651167 NA NA
## 2025 NA NA 8.4866979 3.53655847 -6.2491398 NA
## 2035 NA NA NA 1.61261613 NA NA
## 2307 NA NA 4.5098675 0.88358851 NA NA
## 2498 NA NA NA NA -7.0743752 NA
## 5321 NA NA NA NA -6.4459221 NA
## 975 NA NA NA 1.20975059 -5.3243483 NA
## 1040 NA NA 7.7293239 NA -7.5862503 NA
## 1214 NA NA NA -1.91358972 NA NA
## 1612 NA NA NA NA NA NA
## 2006 NA NA NA NA NA NA
## 2338 NA NA 3.9974999 -2.90153856 NA NA
## 2504 NA NA 2.2538636 NA -4.0173395 NA
## 2536 NA NA NA -2.37941181 -6.8699999 NA
## 279 NA NA NA 1.07526148 NA NA
## 351 5.0805368 NA NA NA NA NA
## 1336 NA NA NA 1.16250001 NA NA
## 13492 NA NA 2.9287132 -0.11569444 NA NA
## 1356 3.5218109 NA NA -0.25495370 NA NA
## 1417 NA NA 8.6435488 1.62843143 NA NA
## 15091 NA NA 10.0649996 2.25333341 NA NA
## 1542 NA NA 11.5225562 -3.02137395 NA NA
## 2055 NA NA 6.2956540 1.15338999 -3.7879759 NA
## 2273 NA NA 1.6193840 -1.87203328 NA NA
## 2499 NA NA 3.7783075 -0.41047945 NA NA
## 2566 NA NA 7.0254502 0.52131499 NA NA
## 51 NA NA 7.6015631 NA -7.9652947 NA
## 365 2.4914830 NA 4.6032090 4.44501017 NA NA
## 552 6.7779891 NA NA -0.95318439 NA NA
## 630 NA NA 6.2146907 2.40441701 NA NA
## 1493 NA NA NA 3.94000015 NA NA
## 1506 NA NA NA 0.91159233 NA NA
## 1514 NA NA NA 7.55666669 NA NA
## 1925 2.2206985 NA 3.9633334 3.01947369 NA NA
## 2349 NA NA 11.5500002 1.59690906 NA NA
## 2413 NA NA 8.9853844 NA NA NA
## 2629 NA NA 2.2829412 1.47379135 NA NA
## 48 NA NA 9.4552337 NA -2.5749502 NA
## 246 NA NA -2.3258682 1.01509855 NA NA
## 1428 NA NA NA NA NA NA
## 14872 NA NA NA 2.60469382 -5.8850002 NA
## 1503 NA NA 4.3207873 -2.56564708 NA NA
## 16981 NA NA NA 1.72282058 NA NA
## 1700 NA NA -6.0357095 3.33764218 NA NA
## 2169 NA NA NA NA -2.3772099 NA
## 2178 NA NA NA 2.41515541 -1.1880826 NA
## 2626 NA NA NA -0.03039509 NA NA
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## 1270 NA NA NA 1.08571427 -8.2966665 NA
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## 16531 NA NA NA NA -6.2300000 NA
## 1661 NA NA 5.5740911 -0.70200001 -8.7019997 NA
## 2027 NA NA NA 1.72578195 -2.0708667 NA
## 2128 NA NA NA -0.71369311 NA NA
## 1220 NA NA 5.3607040 1.20399996 NA NA
## 1369 NA NA NA 9.20888858 NA NA
## 1392 NA NA 3.9703335 0.61443928 NA NA
## 1751 NA NA NA 1.40238407 NA NA
## 1988 NA NA 6.4843750 -0.76187897 NA NA
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## 2578 NA NA 9.1519495 NA NA NA
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## 1209 NA NA 4.6563637 -1.11833334 NA NA
## 1335 NA NA NA -2.20703451 -3.7800000 NA
## 1975 NA NA NA -2.17060927 -5.2626572 NA
## 2187 NA NA NA 4.40598932 NA NA
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## 2341 NA NA NA -0.50202705 NA NA
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## 2522 NA NA NA 1.82191354 -2.2508450 NA
## 574 NA NA 6.5534772 NA 2.2630951 NA
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## 983 2.6110673 NA 7.5428877 0.59160786 NA -6.927551
## 1013 NA NA 7.0370370 NA -1.6197769 NA
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## 1392 NA NA NA NA NA NA -5.531105
## 1751 NA 6.620000203 NA NA NA NA -5.004587
## 1988 NA NA NA NA NA NA -5.407345
## 2153 NA 6.560017544 NA NA NA NA -5.199680
## 2167 NA 8.509000063 NA NA -9.715987 NA -4.813036
## 2437 NA 5.412717405 NA NA -9.096731 NA -5.393156
## 2454 NA 6.964773005 NA NA NA NA -5.131899
## 2578 NA NA NA NA NA NA NA
## 1097 NA 8.931514195 NA NA -11.456367 -7.932813 -5.360789
## 1209 NA NA NA NA NA NA NA
## 1335 NA 4.619999886 NA NA -10.566838 NA -4.122916
## 1975 NA NA NA NA -8.949420 NA -4.949257
## 2187 NA 3.743199921 NA NA NA NA -4.176553
## 2259 NA NA NA NA -9.941048 NA -4.655967
## 2341 NA 8.592726968 NA NA NA NA -5.709538
## 2453 NA 7.743333181 NA NA NA NA -6.066946
## 2522 NA NA NA NA -10.036687 NA -7.453345
## 574 NA 2.722950545 NA NA -7.906071 NA NA
## 590 NA 5.420457932 NA NA -10.386717 NA -4.936708
## 983 NA NA NA NA NA NA -4.957324
## 1013 NA 4.216312685 NA NA -8.761300 NA -5.082791
## 2076 3.6948900 NA NA NA NA -7.959687 NA
## 2158 NA NA NA NA NA NA -4.627980
## 2177 NA 3.654157094 NA NA NA NA NA
## 2324 NA NA NA NA NA NA -5.240524
## 182 NA 3.989821758 NA NA -9.888412 NA NA
## 212 NA 4.082004062 NA NA -9.896730 NA -5.464066
## 333 NA 2.868460640 NA NA -9.986021 NA -4.944134
## 609 NA 5.013349937 NA NA -9.522418 NA -4.762290
## 1162 NA 4.084761847 NA NA -8.697743 NA -4.731559
## 1286 NA NA NA NA -9.999821 NA -7.521144
## 1426 NA NA NA NA -10.074462 NA -5.073893
## 1611 NA 6.004067631 NA NA NA NA -4.618970
## 1882 NA -0.525121968 NA NA NA NA -4.141356
## 1958 NA 3.859204129 NA NA NA NA -4.446592
## 2038 NA NA NA NA NA NA -4.725638
## 2467 NA 5.130000114 NA NA NA NA -2.652042
## 756 NA 3.209999847 NA NA -8.135382 NA -4.381351
## 780 NA 2.929090835 NA NA NA NA -4.867240
## 991 NA 4.366975738 NA NA NA NA NA
## 1305 NA 5.174736826 NA NA -8.683033 NA -4.997015
## 1373 NA NA NA NA NA -9.426294 NA
## 1459 NA 7.584756246 NA NA NA NA -5.004751
## 1594 NA NA NA NA -18.672369 -14.231179 NA
## 1860 8.5765118 NA NA NA NA -8.335572 NA
## 613 NA 7.024479956 NA NA NA NA -4.763316
## 1108 NA 2.884551258 NA NA -11.283953 NA -5.482660
## 2279 NA NA NA NA NA NA -4.222604
## 2310 NA NA NA NA -12.825948 -8.381259 NA
## 2333 NA NA NA NA -9.991076 NA -4.208741
## 2348 NA 0.994193539 NA NA -7.381788 NA -4.638189
## 2372 NA 2.594683490 NA NA NA NA NA
## 2526 NA NA NA NA NA NA NA
## 2574 NA NA NA NA NA NA -4.976675
## 111 NA 4.585693263 NA NA -9.426685 NA -5.800314
## 1438 NA NA NA NA -10.023947 NA -5.557865
## 15041 NA NA NA NA NA NA -4.721997
## 1811 NA NA NA NA NA -7.549848 NA
## 2092 NA 0.657484205 NA NA NA NA -4.233742
## 2131 0.2643344 NA NA NA NA -9.082009 NA
## 2410 NA 5.496250153 NA NA NA NA -5.448682
## 2539 NA 4.914589046 NA NA NA NA -5.174343
## 1111 NA 4.585693263 NA NA -9.426685 NA -5.800314
## 14381 NA NA NA NA -10.023947 NA -5.557865
## 15042 NA NA NA NA NA NA -4.721997
## 18111 NA NA NA NA NA -7.549848 NA
## 20921 NA 0.657484205 NA NA NA NA -4.233742
## 21311 0.2643344 NA NA NA NA -9.082009 NA
## 24101 NA 5.496250153 NA NA NA NA -5.448682
## 25391 NA 4.914589046 NA NA NA NA -5.174343
## 529 NA NA NA NA -7.041407 NA -4.056743
## 638 NA 4.356768303 NA NA NA NA NA
## 951 NA NA NA NA NA NA -3.988033
## 1505 NA NA NA NA -8.830023 NA -5.231250
## 1614 NA NA NA NA NA NA -4.659317
## 1927 NA 3.803444474 NA NA -8.730762 NA -4.611033
## 2481 NA 1.889272794 NA NA -10.099826 NA -4.688442
## 2590 NA 3.104858192 NA NA NA NA -4.502353
## 467 NA 3.027999638 NA NA NA NA -4.759966
## VAA_SI VAA_SL VAA_CH VAA_CS VAA_FC VAA_EP VAA_PO
## 479 -5.319435 -6.462639 -6.647003 NA -5.696469 NA NA
## 532 NA NA -7.080462 NA -7.687160 NA NA
## 1032 -4.978308 -7.474785 -7.226552 NA NA NA NA
## 1042 -6.299472 -7.920063 -8.037998 NA NA NA NA
## 1047 NA -8.054935 -6.284832 NA NA NA NA
## 1964 -5.619103 -7.964791 -6.852106 NA NA NA -3.8140207
## 2148 NA NA NA NA NA -17.721043 NA
## 2154 NA NA NA NA NA -11.527160 NA
## 2192 -5.783140 NA -6.602878 NA -4.781871 NA NA
## 2241 -6.031177 -6.631532 -6.642904 NA NA NA NA
## 447 -5.931150 -7.455802 NA NA NA NA NA
## 490 -5.837100 NA -7.442976 NA -6.376980 NA NA
## 496 -6.144301 NA -7.715914 NA -6.130486 NA NA
## 923 -6.305010 -7.634776 -6.928042 NA NA NA NA
## 1038 -6.752508 NA -7.871126 NA NA NA NA
## 1960 NA NA NA NA NA -14.165625 NA
## 1984 -5.230493 -7.355088 NA NA NA NA NA
## 1996 NA NA NA NA NA -14.821934 NA
## 2009 -5.320948 NA -7.347404 NA -7.048153 NA NA
## 2051 -4.651500 -3.010192 NA NA NA NA -1.5054169
## 2085 -5.895972 -6.350197 NA NA NA NA NA
## 342 -6.261025 -9.429125 -8.121352 NA NA NA NA
## 362 -5.781527 -6.673307 NA NA NA NA NA
## 896 NA -7.724796 -6.798687 NA NA NA NA
## 1195 -6.250890 -8.359066 -7.027175 NA NA NA -1.4228290
## 1389 NA -8.687171 NA NA NA NA NA
## 1393 NA NA NA NA NA NA NA
## 1463 NA -7.910758 -6.645316 NA NA NA NA
## 1767 NA -7.512893 -7.281485 NA NA NA NA
## 2587 -6.590359 -8.182986 NA NA NA NA NA
## 2607 NA -6.752779 -7.801539 NA NA NA NA
## 137 NA -7.909244 -6.938580 NA NA NA -2.9027999
## 258 NA -8.202377 -7.102502 NA NA NA -4.2488104
## 377 -6.049519 -6.131113 -7.280573 NA NA NA NA
## 1581 NA NA NA NA NA -12.357331 NA
## 1640 NA -7.203019 NA NA NA NA NA
## 2382 -6.491858 -8.362375 NA NA NA NA NA
## 2503 NA -8.872718 NA NA NA NA NA
## 2622 NA NA -5.704545 NA NA NA NA
## 69 NA -7.788434 -7.158394 NA -5.366412 NA NA
## 136 -6.253975 -8.350689 -7.189398 NA -6.711175 NA NA
## 1101 -6.436879 -9.365204 -8.370179 NA NA NA NA
## 1268 -5.729410 NA -7.619714 NA NA NA NA
## 1279 -6.203642 -7.012510 -7.889392 NA NA NA NA
## 1308 NA -7.414332 NA NA -5.891662 NA NA
## 1324 NA -9.973237 NA NA NA NA NA
## 1330 -5.296545 -8.272405 -7.071807 NA NA NA NA
## 2104 NA NA NA NA NA NA NA
## 2314 NA -8.652433 NA NA NA NA NA
## 2381 -5.649400 -7.407964 NA NA NA NA NA
## 55 -6.448515 -9.139090 -8.433089 NA NA NA NA
## 1153 -5.680031 -4.506710 -7.111249 NA NA NA NA
## 1439 NA -8.042077 NA NA NA NA NA
## 1617 -5.187179 -6.614205 -6.408383 NA NA NA NA
## 1653 NA NA NA NA NA NA NA
## 1737 -5.445111 -6.849854 -7.285425 NA NA NA NA
## 1926 -5.388374 -7.755279 -6.923991 NA -5.999591 NA NA
## 2300 -6.078090 -7.083642 NA NA NA NA NA
## 238 -5.935884 -8.150939 -7.322607 NA NA NA NA
## 1077 -5.897242 -8.839094 -6.739449 NA NA NA NA
## 1159 -5.978536 -9.059363 NA NA -7.568257 NA NA
## 1253 NA -6.956056 NA NA NA NA NA
## 1387 -6.667955 -7.254610 -7.301606 NA NA NA NA
## 1450 -4.045779 NA -6.414605 NA NA NA NA
## 1915 NA -7.993122 -8.178571 NA NA NA NA
## 2483 NA -8.449907 NA NA NA NA NA
## 612 -5.656265 -8.046524 -7.107561 NA NA NA NA
## 1229 NA NA NA NA NA NA NA
## 1231 NA -7.905443 -7.493430 NA -6.406901 NA NA
## 1349 -5.030704 -7.412452 -6.749032 NA NA NA NA
## 1553 -5.241311 -8.026668 -6.581591 NA NA NA NA
## 1660 -5.840211 -7.618938 -8.569469 NA NA NA NA
## 1663 NA -8.277978 -6.953044 NA -7.328720 NA NA
## 1959 NA NA NA NA NA -9.861529 NA
## 6121 -5.656265 -8.046524 -7.107561 NA NA NA NA
## 12291 NA NA NA NA NA NA NA
## 12311 NA -7.905443 -7.493430 NA -6.406901 NA NA
## 13491 -5.030704 -7.412452 -6.749032 NA NA NA NA
## 15531 -5.241311 -8.026668 -6.581591 NA NA NA NA
## 16601 -5.840211 -7.618938 -8.569469 NA NA NA NA
## 16631 NA -8.277978 -6.953044 NA -7.328720 NA NA
## 19591 NA NA NA NA NA -9.861529 NA
## 476 -4.403719 NA -6.597826 NA -5.315120 NA NA
## 527 -6.872606 -8.117729 -7.814831 NA NA NA NA
## 576 -6.080974 NA -7.727112 NA -7.412321 NA NA
## 2047 NA NA NA NA NA NA NA
## 2118 NA -7.933158 -6.914863 NA NA NA NA
## 2133 -6.175587 -8.052441 -7.037243 NA -7.768482 NA NA
## 2134 NA NA NA NA NA NA NA
## 2139 NA -8.931365 -4.527853 NA NA NA NA
## 2181 NA -7.844351 NA NA NA NA NA
## 2190 NA -8.375083 -7.858136 NA -7.673683 NA NA
## 2205 NA -7.647957 NA NA -5.410230 NA NA
## 2206 -5.957776 NA -7.015228 NA NA NA NA
## 758 NA -9.482789 NA NA -7.344369 NA NA
## 820 -5.646828 -9.135567 -7.749083 NA -4.707360 NA -5.7222260
## 1535 NA NA NA NA NA NA NA
## 1546 NA -8.149111 NA NA NA NA NA
## 1555 -6.149410 NA -7.718390 NA -7.200415 NA NA
## 1618 -6.525707 -9.064558 NA NA -5.694541 NA NA
## 1684 NA -8.652933 NA NA NA NA NA
## 1740 NA -8.705338 -6.421699 NA NA NA NA
## 1746 NA -7.527387 -6.927134 NA NA NA NA
## 2515 -6.343056 -7.859390 NA NA NA NA NA
## 2577 NA -7.992779 -6.915029 NA NA NA NA
## 537 -6.830021 -8.353209 -7.546165 NA -6.172986 NA NA
## 960 NA -8.283015 -7.342779 NA NA NA NA
## 1068 NA NA -7.705216 NA -6.011460 NA NA
## 12531 NA -6.956056 NA NA NA NA NA
## 1301 -5.911844 -7.826324 -7.803100 NA -5.991294 NA NA
## 1487 NA -7.385388 NA NA NA NA NA
## 1508 NA NA NA NA -7.705238 NA NA
## 1735 -6.372454 -7.690430 -7.841585 NA NA NA NA
## 2294 -5.303682 -7.844937 NA NA NA NA NA
## 805 -6.303089 NA -7.906812 NA NA NA NA
## 1563 NA -7.582192 -7.023815 NA -6.709711 NA NA
## 1576 NA NA NA NA NA NA NA
## 1578 NA -7.784817 NA NA NA NA NA
## 1588 NA -7.711333 NA NA NA NA NA
## 1606 NA NA -7.503849 NA NA NA NA
## 1644 NA NA NA NA NA NA NA
## 1650 NA -8.386143 NA NA -5.527999 NA NA
## 1655 NA NA NA NA NA NA NA
## 1679 NA -7.918896 -6.829096 NA NA NA NA
## 1698 NA -7.584662 -6.593736 NA NA NA NA
## 1712 NA NA NA NA NA -16.890521 NA
## 1722 -5.229269 -5.886854 -6.848571 NA NA NA NA
## 1745 -5.531203 -7.720096 -6.584669 NA NA NA NA
## 2562 NA -7.932176 -7.841058 NA NA NA NA
## 366 NA -6.859804 -7.185214 NA -5.349626 NA NA
## 389 -5.892940 -7.854492 -7.784136 NA NA NA NA
## 424 -5.890648 -7.554387 NA NA -3.964023 NA NA
## 1627 NA NA NA NA NA -9.522015 NA
## 1668 -5.231991 -7.613779 -7.020230 NA -4.975792 NA NA
## 2123 NA NA NA NA NA NA NA
## 2146 -5.729897 -8.313199 -8.851836 NA NA NA NA
## 21811 NA -7.844351 NA NA NA NA NA
## 231 NA -7.921641 -7.447840 NA -6.842825 NA NA
## 592 -6.158243 -7.680637 -7.772469 NA NA NA NA
## 813 NA -8.378410 -7.629322 NA NA NA NA
## 1088 NA NA -7.468767 NA -7.236637 NA NA
## 1449 -6.672459 -7.483129 -7.192439 NA NA NA NA
## 1670 -5.306016 -7.248451 -6.836473 NA NA NA NA
## 1945 -6.129729 -8.861554 NA NA NA NA NA
## 2306 NA NA -9.459287 NA NA NA NA
## 2527 -6.334046 -8.634111 -7.739360 NA -6.908688 NA NA
## 340 -5.654331 NA -7.492058 NA -6.949021 NA NA
## 429 -6.111334 -9.032206 -7.517489 NA -6.538711 NA NA
## 807 NA -7.027094 -6.752716 NA NA NA NA
## 9231 -6.305010 -7.634776 -6.928042 NA NA NA NA
## 1867 NA NA -7.894903 NA NA NA NA
## 1956 NA NA -6.918713 NA NA NA NA
## 2334 -7.035445 -8.098878 NA NA NA NA NA
## 2450 -5.774911 -8.090325 -7.685387 NA NA NA NA
## 372 -6.410409 -7.751039 -6.860563 -12.695015 -6.312616 NA -2.1807439
## 412 NA NA -6.559870 NA -5.544935 NA NA
## 775 NA -7.700476 -6.743651 NA -2.356645 NA NA
## 1358 NA -7.141780 -8.472010 NA NA NA NA
## 1448 -5.201188 -7.435845 -6.906850 NA NA NA NA
## 1899 -6.594848 -8.389929 -6.037107 NA -5.605251 NA NA
## 1939 NA NA NA NA NA -18.557509 NA
## 2302 -5.973490 -8.747630 NA NA NA NA NA
## 347 -5.604504 -7.349595 NA NA NA NA NA
## 743 -5.963767 -7.229406 -7.335046 NA NA NA NA
## 1374 NA -8.663042 NA NA NA NA NA
## 1376 NA NA -7.905103 NA -5.315043 NA NA
## 14871 NA -7.385388 NA NA NA NA NA
## 1509 NA -8.089926 -5.709705 NA NA NA NA
## 1874 NA NA NA NA NA -9.661315 NA
## 2270 NA -7.074627 -8.318489 NA NA NA NA
## 711 -4.572750 -7.570465 -6.475651 NA NA NA NA
## 10421 -6.299472 -7.920063 -8.037998 NA NA NA NA
## 1161 NA NA NA NA -6.574096 NA NA
## 1235 NA -9.016854 NA NA NA NA NA
## 1300 NA NA NA NA NA NA NA
## 1320 NA -8.313573 -7.515030 NA NA NA NA
## 2238 -6.473584 -7.558200 -7.476014 NA -5.841284 NA NA
## 2569 -5.911376 NA -6.491002 NA -7.424577 NA NA
## 395 NA NA -8.620551 NA NA NA NA
## 1429 -5.137913 -5.514184 -6.424001 NA NA NA NA
## 1440 -5.314769 -8.426999 NA NA NA NA NA
## 1443 NA NA -8.044933 -6.250968 NA NA NA
## 1474 NA -7.755912 NA NA NA NA NA
## 1501 NA -7.765434 -7.472889 NA NA NA NA
## 1502 -5.042599 -5.572055 NA NA NA NA NA
## 1504 NA -8.143085 -8.746427 NA NA NA NA
## 1516 NA NA NA NA -2.625721 NA NA
## 1922 NA -7.682923 NA NA NA NA NA
## 222 NA -7.360230 -6.902845 NA NA NA NA
## 4791 -5.319435 -6.462639 -6.647003 NA -5.696469 NA NA
## 1254 -5.240192 -6.728757 -6.725591 NA NA NA NA
## 1343 NA NA NA NA NA NA NA
## 1671 -6.263508 -8.034139 NA NA NA NA NA
## 1705 -5.571803 -7.786621 NA NA NA NA NA
## 1719 -6.093545 -8.371393 NA NA NA NA NA
## 1830 NA -8.263231 -7.643130 NA NA NA NA
## 1172 NA -7.973397 NA NA NA NA NA
## 11951 -6.250890 -8.359066 -7.027175 NA NA NA -1.4228290
## 1311 -5.768906 -7.325653 NA NA NA NA NA
## 1313 -5.236180 -7.774518 -6.577099 NA NA NA NA
## 1353 NA -6.445263 -8.194542 NA NA NA NA
## 1360 -5.914574 NA -6.876642 NA NA NA -3.3277109
## 1895 NA -8.977593 -6.987047 NA NA NA NA
## 1983 NA NA NA NA NA -10.682830 NA
## 2248 NA NA -7.589932 NA NA NA NA
## 2357 NA -8.021163 -7.297114 NA NA NA NA
## 226 NA -7.874508 -7.490196 NA NA NA NA
## 480 -5.130671 -8.192087 -6.645688 NA -6.456958 NA NA
## 845 -5.909635 -8.187169 -7.233903 NA NA NA NA
## 1552 -6.020711 -8.547908 -6.220478 NA NA NA NA
## 1609 -5.830192 -5.931220 -6.721058 NA NA NA NA
## 1703 NA NA NA NA NA NA NA
## 1728 -5.366612 -6.933412 NA NA NA NA NA
## 2145 NA -7.615637 -5.522073 NA NA NA NA
## 249 NA -7.415371 -6.524950 NA NA NA NA
## 251 -6.688235 -8.187544 NA NA NA NA NA
## 506 -5.829058 NA NA NA -7.344279 NA NA
## 556 -5.894291 -7.461410 -7.801021 NA NA NA NA
## 1208 -6.609844 -7.018641 -7.691807 NA NA NA NA
## 1283 NA -9.354484 NA NA NA NA NA
## 1284 NA -8.575457 NA NA NA NA NA
## 2345 -7.011918 -7.918105 -8.467533 NA NA NA NA
## 2565 -5.907047 -7.368853 NA NA NA NA NA
## 317 -6.030845 NA -6.764016 NA -5.997724 NA NA
## 335 NA -8.345132 -4.717651 NA NA NA NA
## 663 -6.681344 NA -7.842637 NA NA NA NA
## 1333 -6.451832 -8.773864 NA NA NA NA NA
## 1475 NA -8.002377 -7.204258 NA NA NA NA
## 19961 NA NA NA NA NA -14.821934 NA
## 2113 NA -7.675503 NA NA NA NA NA
## 2368 -6.343418 -8.235996 -7.492667 NA NA NA NA
## 22 NA -8.795795 NA NA -5.252309 NA NA
## 63 NA NA NA NA NA NA NA
## 168 -5.858935 -7.617101 -6.790453 NA NA NA NA
## 174 -5.441371 NA NA NA -5.899072 NA NA
## 673 NA -7.914921 -7.226867 NA -7.783689 NA NA
## 1177 -5.189729 -6.856579 -6.281646 NA -6.375606 NA NA
## 1180 NA NA NA NA NA NA NA
## 1260 NA -7.998777 -8.868680 NA NA NA NA
## 1744 -5.208853 -6.938769 NA NA NA NA NA
## 1759 -3.689993 -7.818218 -6.209757 NA NA NA NA
## 2222 -6.408523 -7.410849 NA NA NA NA NA
## 2362 -6.066550 NA -7.765544 NA NA NA NA
## 2530 NA -8.178814 NA NA NA NA NA
## 2600 -5.444747 -7.509798 -7.017995 NA NA NA NA
## 2641 NA -8.432455 -7.728107 NA NA NA NA
## 7581 NA -9.482789 NA NA -7.344369 NA NA
## 1178 -4.915425 -7.265872 -5.982246 NA NA NA NA
## 1287 NA -8.361991 -8.094805 NA -6.173796 NA NA
## 1445 NA -7.963784 -6.947113 NA NA NA NA
## 19561 NA NA -6.918713 NA NA NA NA
## 2229 NA -7.660359 -7.403409 NA NA NA NA
## 2246 -5.912760 -7.377432 -6.975020 NA NA NA NA
## 2312 -6.268279 NA -8.046073 NA -8.048872 NA NA
## 2412 NA -8.107995 -7.503841 NA NA NA NA
## 173 NA -8.800038 -6.339570 NA NA NA NA
## 315 NA -7.833358 -6.254654 NA NA NA NA
## 376 NA -10.471863 NA NA NA NA NA
## 1630 NA NA NA NA NA -13.157723 NA
## 1646 -5.152577 -7.379989 -7.131462 NA NA NA NA
## 1683 NA -6.696915 NA NA NA NA -4.6649278
## 1891 -5.680992 -8.025225 -7.494495 NA NA NA NA
## 1930 -4.213348 NA -8.203013 NA -4.723535 NA NA
## 2007 -7.254436 -8.938922 NA NA NA NA NA
## 2252 -6.403483 -8.027435 -8.072940 NA NA NA NA
## 2471 NA -7.788243 -6.130004 NA NA NA NA
## 2511 NA -6.987368 NA NA NA NA NA
## 152 -5.812242 -7.597093 NA NA -6.402351 NA NA
## 307 -5.334508 NA NA NA NA NA NA
## 414 -5.823369 -8.334530 NA NA -5.195765 NA NA
## 1185 NA -8.316109 -6.545207 NA -6.727611 NA NA
## 1331 -5.886963 NA -7.692612 NA -6.463905 NA NA
## 1351 NA -6.213589 -7.951576 NA NA NA NA
## 1565 NA -9.459113 NA NA NA -15.866977 NA
## 1718 NA NA -5.524144 NA NA NA NA
## 1808 NA NA NA NA NA -16.811323 NA
## 2013 -6.296661 -7.702716 -7.930589 NA NA NA NA
## 2031 NA NA NA NA NA -10.900717 NA
## 2090 -5.530322 -7.688984 -7.207683 NA NA NA NA
## 598 -5.917668 NA -7.278634 NA -5.669922 NA NA
## 1155 -5.928713 -6.112395 NA NA NA NA NA
## 13581 NA -7.141780 -8.472010 NA NA NA NA
## 1533 NA -8.471982 -7.608576 NA -6.684066 NA NA
## 2025 -5.385442 -7.873924 -6.763069 NA -6.829727 NA NA
## 2035 NA -9.020390 -7.407927 NA NA NA NA
## 2307 -5.593322 -7.399952 -6.387522 NA NA NA NA
## 2498 NA NA -6.220933 NA -6.710759 NA NA
## 5321 NA NA -7.080462 NA -7.687160 NA NA
## 975 NA -8.136291 -7.418633 NA NA NA NA
## 1040 -5.115311 NA -7.126457 NA NA NA NA
## 1214 NA -8.777440 NA NA -6.178247 NA NA
## 1612 NA NA NA NA NA NA NA
## 2006 NA NA NA NA NA NA NA
## 2338 -7.267217 -9.775545 -7.963711 NA -6.857940 NA NA
## 2504 -7.539241 -9.037968 NA NA NA NA NA
## 2536 NA -9.080892 -7.376556 NA NA NA NA
## 279 NA -8.367802 -6.186172 NA NA NA NA
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## 25391 NA NA -9.722376 NA NA NA NA NA
## 529 NA NA NA NA NA NA NA NA
## 638 -7.904158 NA NA NA NA NA NA NA
## 951 NA -6.877107 NA NA NA NA NA NA
## 1505 NA NA NA NA NA NA NA NA
## 1614 NA NA NA NA NA NA NA NA
## 1927 NA NA NA NA NA NA NA NA
## 2481 -7.332727 NA NA NA NA NA NA NA
## 2590 NA NA NA NA NA NA NA NA
## 467 NA NA NA NA NA NA NA NA
## HAA_CU HAA_FA HAA_FF HAA_SI HAA_SL HAA_CH
## 479 NA NA 0.941673595 -0.133927775 3.9385803 -2.131247e-02
## 532 -2.79514512 NA -0.985289071 NA NA -5.516859e-01
## 1032 -6.62950789 NA -2.454791422 -2.187539177 -4.5264838 -1.990771e+00
## 1042 NA NA -2.761093141 -1.726661074 -4.5489017 -2.051141e+00
## 1047 -1.70334667 NA -0.328063155 NA -1.9430976 3.415837e-01
## 1964 NA NA 1.513358180 -0.102042504 3.5466679 2.109372e-01
## 2148 3.08841248 1.9272425 NA NA NA NA
## 2154 NA 0.6028275 NA NA NA NA
## 2192 NA NA NA 0.059713800 NA 2.353687e-01
## 2241 NA NA 1.766476513 1.268468641 4.0494907 8.053315e-01
## 447 NA NA 0.666560267 -0.040259282 2.1800857 NA
## 490 NA NA -2.069853692 -1.363284775 NA -1.203079e+00
## 496 -4.48394711 NA -2.449594483 -1.351629798 NA -1.439139e+00
## 923 NA NA 1.660084467 -0.067020552 3.2739521 4.314922e-01
## 1038 -2.88139722 NA -0.810274214 0.264534720 NA 2.876279e-01
## 1960 NA NA NA NA NA NA
## 1984 NA NA 0.842747974 -0.668291891 3.7974916 NA
## 1996 NA 1.0618433 NA NA NA NA
## 2009 NA NA 0.303868314 0.924523410 NA -7.481502e-01
## 2051 NA NA 2.997939860 2.882111347 5.3906092 NA
## 2085 2.30023306 NA 1.374141539 -0.045272494 3.0532601 NA
## 342 NA NA 0.124015669 -1.049719675 1.9035715 -7.253332e-01
## 362 NA NA 0.142372690 -1.109146290 1.5783074 NA
## 896 2.81559676 NA 1.463575965 NA 3.1736539 8.209007e-01
## 1195 NA NA 2.993340746 1.198514462 4.4070491 9.281329e-01
## 1389 NA NA 0.682744354 NA 2.4179042 NA
## 1393 1.96306944 NA 1.124352664 NA NA NA
## 1463 NA NA -0.241261886 NA 0.8749400 -4.694368e-01
## 1767 NA NA 0.888676202 NA 1.9182073 -4.026519e-02
## 2587 NA NA NA -1.725763134 -7.0663235 NA
## 2607 NA NA -1.452315980 NA -3.5914047 -7.944713e-01
## 137 3.27953559 NA 0.732602954 NA 2.2883055 -2.612100e-01
## 258 NA NA 0.221483089 NA 2.6024394 3.504514e-05
## 377 NA NA 1.010604100 0.053014293 2.2530621 7.508682e-01
## 1581 NA 1.0627948 NA NA NA NA
## 1640 3.00378918 NA 1.087051404 NA 3.2803426 NA
## 2382 -1.87033107 NA -1.567052395 0.214848645 -2.4578959 NA
## 2503 -3.71548021 NA -1.601297004 NA -3.3483341 NA
## 2622 -4.41325160 NA -2.440971643 NA NA -5.105574e-01
## 69 3.85168889 NA 1.092948542 NA 3.3232967 -4.974654e-01
## 136 2.48454075 NA 1.588900174 0.260011092 3.6729859 -3.644724e-02
## 1101 NA NA -1.787588190 -0.823674303 -3.1375999 -6.395632e-01
## 1268 NA NA 1.426539434 0.235846435 NA 2.196724e-01
## 1279 NA NA 2.811091913 1.577022336 4.3327691 1.701669e+00
## 1308 NA NA 1.483213087 NA 3.5515031 NA
## 1324 NA NA NA NA 0.2229007 NA
## 1330 2.34742671 NA 0.599102777 -0.332657462 2.5366909 1.887720e-02
## 2104 NA 0.4161308 NA NA NA NA
## 2314 NA NA -0.334147404 NA -2.2545985 NA
## 2381 -2.61552217 NA -2.356783165 -0.822690108 -3.5031913 NA
## 55 4.91134839 NA 2.732314273 1.727616314 5.9477690 1.698794e+00
## 1153 NA NA 0.826960116 0.542335503 4.6675307 1.140579e+00
## 1439 NA NA 0.599275495 NA 1.7534196 NA
## 1617 2.32743293 NA -0.027681594 -0.547841046 1.8967082 -6.163605e-01
## 1653 4.93380431 0.7175860 NA NA NA NA
## 1737 NA NA 0.665626865 0.287597686 2.0728608 1.674027e-01
## 1926 2.20533783 NA 0.928099631 -0.354952830 3.4158909 -6.160340e-01
## 2300 3.48460469 NA 1.270142169 0.306756561 3.0189242 NA
## 238 2.94445629 NA 1.453311035 0.276535679 3.1378423 2.911893e-01
## 1077 -2.47104906 NA -2.216656613 -0.668297949 -3.5221508 -4.835219e-01
## 1159 NA NA 0.803043359 -0.740517172 1.1350629 NA
## 1253 NA NA NA NA 2.7792116 NA
## 1387 NA NA 0.720094970 0.533133709 1.9974380 -4.156572e-01
## 1450 NA NA 2.058067008 1.882279748 NA -3.161164e-01
## 1915 NA NA 0.982447142 NA 3.1514427 1.678535e+00
## 2483 NA NA -1.877513913 NA -4.5200322 NA
## 612 -1.74600403 NA -0.022494590 0.795210645 -2.0699675 7.690467e-01
## 1229 NA 0.8153432 NA NA NA NA
## 1231 1.79145535 NA 0.083530008 NA 2.1496910 -6.294115e-01
## 1349 NA NA 0.088424634 -0.041258864 2.8425226 3.464596e-01
## 1553 NA NA 1.085999724 -0.525224313 2.3243129 -6.137730e-01
## 1660 NA NA 0.499333551 -0.642388430 2.4489235 3.609878e+00
## 1663 NA NA 0.922263006 NA 3.5920903 -3.231377e-01
## 1959 NA 1.1089697 NA NA NA NA
## 6121 -1.74600403 NA -0.022494590 0.795210645 -2.0699675 7.690467e-01
## 12291 NA 0.8153432 NA NA NA NA
## 12311 1.79145535 NA 0.083530008 NA 2.1496910 -6.294115e-01
## 13491 NA NA 0.088424634 -0.041258864 2.8425226 3.464596e-01
## 15531 NA NA 1.085999724 -0.525224313 2.3243129 -6.137730e-01
## 16601 NA NA 0.499333551 -0.642388430 2.4489235 3.609878e+00
## 16631 NA NA 0.922263006 NA 3.5920903 -3.231377e-01
## 19591 NA 1.1089697 NA NA NA NA
## 476 NA NA 1.566586920 1.097705513 NA 5.175240e-01
## 527 -2.80058954 NA -1.688615387 -0.649086879 -2.8549173 -7.499630e-01
## 576 -1.96278628 NA -0.737945071 0.779543243 NA -5.931532e-01
## 2047 NA 2.4784361 NA NA NA NA
## 2118 NA NA 0.925045986 NA 2.3927602 1.507722e-01
## 2133 NA NA 1.382729724 0.259503220 2.7274116 2.201036e-01
## 2134 NA 1.5001114 NA NA NA NA
## 2139 NA NA 0.535724108 NA 1.1746979 8.974869e-01
## 2181 NA NA 0.594609464 NA 2.2207308 NA
## 2190 1.84527574 NA 1.620432304 NA 2.5962984 1.312920e+00
## 2205 NA NA -0.234249256 NA 1.7704169 NA
## 2206 NA NA 1.674315829 0.413675863 NA 1.659032e-01
## 758 3.03104047 NA 1.693427041 NA 2.1839911 NA
## 820 3.13139936 NA 0.183171367 0.259650451 4.7444108 2.547286e-01
## 1535 1.99778853 NA 0.955235767 NA NA NA
## 1546 2.27667945 NA 1.312874036 NA 3.0205693 NA
## 1555 NA NA 0.712275555 -0.497360326 NA -2.681937e-01
## 1618 NA NA 2.165570365 1.577411094 5.5979346 NA
## 1684 NA NA 1.326952662 NA 3.8868997 NA
## 1740 NA NA 1.128682609 NA 2.7448226 9.334429e-02
## 1746 NA NA 0.708423912 NA 3.5791656 -5.814023e-01
## 2515 NA NA NA -1.768530261 -5.3718074 NA
## 2577 NA NA -1.471500293 NA -2.7371286 -5.352239e-01
## 537 NA NA -1.861158245 -0.588996316 -2.9313685 -5.208097e-01
## 960 NA NA 1.330750911 NA 2.6004252 1.962470e-01
## 1068 -3.66092371 NA -1.051640526 NA NA -3.624533e-01
## 12531 NA NA NA NA 2.7792116 NA
## 1301 NA NA 2.045884836 0.799441984 4.3703990 6.024262e-01
## 1487 4.85637424 NA 1.687422214 NA 4.4844854 NA
## 1508 1.41470491 NA 0.466413879 NA NA NA
## 1735 3.37270096 NA 1.461058523 0.073243762 3.4368343 1.754329e-01
## 2294 NA NA 0.714498601 1.372001268 1.9832304 NA
## 805 4.14592075 NA 1.890904626 0.488519390 NA 2.176840e-01
## 1563 NA NA 0.766303269 NA 3.5281220 2.324857e-01
## 1576 NA 2.3459318 NA NA NA NA
## 1578 NA NA 1.481475011 NA 2.6165486 NA
## 1588 2.69353331 NA NA NA 2.9669543 NA
## 1606 NA NA 1.062217810 NA NA 2.410172e-04
## 1644 NA 1.3916490 NA NA NA NA
## 1650 NA NA 1.724551755 NA 4.9929958 NA
## 1655 2.55162044 2.0899519 NA NA NA NA
## 1679 NA NA 0.929647253 NA 3.3370684 -7.679074e-01
## 1698 NA NA 1.766206568 NA 3.1299639 3.480108e-01
## 1712 NA 0.7086224 NA NA NA NA
## 1722 NA NA 3.401514479 1.852286992 5.5607631 6.597828e-01
## 1745 NA NA -0.268107471 -0.547091300 3.1076762 -7.268255e-01
## 2562 NA NA -1.940127444 NA -3.5190064 -2.518129e+00
## 366 1.46756523 NA 0.617349318 NA 2.1784868 -1.582496e-01
## 389 NA NA 0.437477919 -0.763437691 2.3167965 -5.386824e-01
## 424 4.53239539 NA 2.204817700 1.009028399 3.3556818 NA
## 1627 NA 1.7263639 NA NA NA NA
## 1668 NA NA NA 0.634167254 3.8073056 -1.875957e+00
## 2123 NA 1.9158934 NA NA NA NA
## 2146 NA NA 1.302577873 0.268305740 3.3050448 1.399604e+00
## 21811 NA NA 0.594609464 NA 2.2207308 NA
## 231 3.20322323 NA 1.215010526 NA 2.6023065 3.146427e-01
## 592 NA NA -2.372808793 -1.562723236 -4.9433828 -1.564068e+00
## 813 2.68861846 NA 1.121459371 NA 2.9389448 6.184236e-01
## 1088 -2.69243710 NA 0.088326449 NA NA 1.217188e+00
## 1449 NA NA 1.465738925 0.577459532 3.5477776 9.563342e-01
## 1670 NA NA 1.066498637 -0.307424355 3.0576992 6.024393e-01
## 1945 NA NA 2.164861582 0.869103780 4.5832253 NA
## 2306 -3.97121714 -2.4399355 NA NA NA -1.215474e+00
## 2527 NA NA NA -0.573913642 -2.9534264 -4.833125e-02
## 340 NA NA 2.742887729 1.328617569 NA 9.907386e-01
## 429 2.65031986 NA 1.217236338 0.018791093 3.9446358 -1.337401e-01
## 807 2.37880520 NA 0.937104055 NA 2.8139143 1.191982e-01
## 9231 NA NA 1.660084467 -0.067020552 3.2739521 4.314922e-01
## 1867 2.86298923 NA 0.699011607 NA NA 1.205064e+00
## 1956 2.90140254 NA 1.641188707 NA NA 5.619054e-01
## 2334 -1.65369203 NA -1.675578198 -0.391939272 -1.7077214 NA
## 2450 NA NA -3.480877582 -2.144167852 -5.6015109 -2.763498e+00
## 372 NA NA 2.352922222 1.062031494 3.8627317 7.644029e-01
## 412 NA NA 1.206592184 NA NA 4.943371e-01
## 775 3.50007337 NA 1.324551800 NA 3.4006060 7.613663e-01
## 1358 4.12904783 NA 1.161573106 NA 2.4435741 1.357922e+00
## 1448 NA NA 1.350712835 1.670398318 4.0646853 8.590944e-01
## 1899 2.78307223 NA 1.484776712 0.087600179 5.1903772 8.182698e-02
## 1939 NA 1.5297760 NA NA NA NA
## 2302 NA NA -1.622634100 -0.314962884 -3.8997041 NA
## 347 NA NA 1.154227105 0.161027144 2.9059192 NA
## 743 2.81525568 NA 1.350154163 0.341320892 2.6981910 5.899702e-01
## 1374 NA NA 0.766904981 NA 1.8077304 NA
## 1376 0.04569396 NA -0.048491019 NA NA -1.302247e+00
## 14871 4.85637424 NA 1.687422214 NA 4.4844854 NA
## 1509 NA NA 0.539210919 NA 2.0037420 5.099840e-02
## 1874 NA 0.2540832 NA NA NA NA
## 2270 NA NA -0.091710128 NA 2.2887277 -1.025860e+00
## 711 NA NA 0.913966719 0.257275855 3.5590154 3.204177e-01
## 10421 NA NA -2.761093141 -1.726661074 -4.5489017 -2.051141e+00
## 1161 NA NA 1.275860183 NA NA NA
## 1235 3.25662045 NA 1.365549136 NA 2.6925240 NA
## 1300 NA 1.6959511 NA NA NA NA
## 1320 NA NA -0.056362556 NA 2.1629873 -7.662521e-01
## 2238 NA NA NA 1.145860637 4.2067935 1.121193e+00
## 2569 NA NA -1.621950813 -1.015002068 NA -3.763497e-01
## 395 NA NA 1.758964404 NA NA 7.399828e-01
## 1429 NA NA 3.111587913 2.555217661 6.3878554 2.858091e+00
## 1440 NA NA 2.166625331 -0.429144274 3.7024979 NA
## 1443 3.68221689 NA 1.985975307 NA NA 5.944290e-01
## 1474 NA NA 1.237334356 NA 3.6870936 NA
## 1501 NA NA 0.960097487 NA 2.7608964 4.911133e-02
## 1502 NA NA 2.236173648 1.712152315 5.3734047 NA
## 1504 NA NA 1.277545666 NA 4.2541034 1.240522e+00
## 1516 1.28487838 NA 1.284331811 NA NA NA
## 1922 NA NA 1.292352929 NA 2.8620104 NA
## 222 2.75068758 NA 0.893049389 NA 3.3582098 -4.347267e-01
## 4791 NA NA 0.941673595 -0.133927775 3.9385803 -2.131247e-02
## 1254 2.72550300 NA 0.387392222 -0.666220473 2.2325578 -4.410985e-01
## 1343 2.25552839 2.9079684 NA NA NA NA
## 1671 NA NA NA 0.399605040 3.4077800 NA
## 1705 3.13325238 NA 1.089344731 1.648310705 3.7802234 NA
## 1719 NA NA 1.546520311 -0.106495284 2.6198758 NA
## 1830 NA NA 2.101382726 NA 3.4112995 1.038819e+00
## 1172 1.94809634 NA 1.335533559 NA 2.7223107 NA
## 11951 NA NA 2.993340746 1.198514462 4.4070491 9.281329e-01
## 1311 3.34957250 NA 1.128435118 0.530933944 3.4060674 NA
## 1313 NA NA 1.095623084 -0.266757779 2.6530242 3.341514e-01
## 1353 NA NA 1.015690231 NA 4.1596897 7.858891e-01
## 1360 4.31397273 NA 1.472373132 1.145273930 NA 1.612172e+00
## 1895 NA NA 1.248067230 NA 2.0108112 -8.013053e-02
## 1983 NA -0.6560229 NA NA NA NA
## 2248 NA NA 1.964219030 NA NA 1.167869e+00
## 2357 -3.99219476 NA -1.875259209 NA -4.4424172 -1.367519e+00
## 226 2.66426147 NA 1.042454632 NA 1.8036144 5.841555e-02
## 480 NA NA 1.179543749 -0.723838694 3.5959783 3.060430e-01
## 845 3.14696463 NA 1.495312073 0.750014513 3.2588820 4.439540e-01
## 1552 NA NA -0.558023534 0.075401519 1.6441517 -2.330604e-01
## 1609 4.57470168 NA 1.681245357 0.330238368 3.7481272 4.322529e-01
## 1703 1.17838153 1.3891349 NA NA NA NA
## 1728 NA NA 1.030243145 0.666182133 2.8877622 NA
## 2145 NA NA 1.688365056 NA 2.9682372 -1.309974e+00
## 249 3.25485954 NA 1.823010216 NA 4.0010828 8.505658e-01
## 251 2.96337587 NA 0.662632151 -0.334127541 2.7737195 NA
## 506 NA NA NA -1.023496705 NA NA
## 556 -2.23008386 NA -1.303282736 0.603647753 -2.8957967 3.195651e-01
## 1208 NA NA 2.094213532 1.067441431 5.0800022 1.436241e-01
## 1283 NA NA 2.008601197 NA 4.3590428 NA
## 1284 2.95175179 NA 0.158650070 NA 2.3261022 NA
## 2345 NA NA -1.614057957 -0.628385346 -4.2218709 -4.427100e-01
## 2565 NA NA -1.415183942 -1.034112762 -2.9148281 NA
## 317 NA NA 1.327905839 0.067383657 NA 5.963701e-01
## 335 NA NA 1.127393416 NA 3.3463295 -2.537670e-02
## 663 -5.15460909 NA -1.925589450 -1.046371923 NA -1.381154e+00
## 1333 NA NA 2.860703840 1.568977516 4.9481425 NA
## 1475 NA NA 1.349650290 NA 3.0146202 1.059154e+00
## 19961 NA 1.0618433 NA NA NA NA
## 2113 1.05837114 NA -0.006297401 NA 1.3864169 NA
## 2368 NA NA NA -0.957542124 -4.6457969 -2.344351e-01
## 22 NA NA 0.422718257 NA 4.5904856 NA
## 63 NA NA 1.457272128 NA NA NA
## 168 3.04265057 NA 1.741356811 0.485547512 3.5326683 3.885105e-01
## 174 2.32465915 NA 0.275040948 -0.018227300 NA NA
## 673 -1.45944904 NA -0.844921634 NA -2.1280753 3.320241e-01
## 1177 NA NA 0.598443268 -0.577379846 2.2587688 -3.616241e-01
## 1180 NA NA 2.482496362 NA NA NA
## 1260 NA NA 0.031908237 NA 1.7960260 -1.226659e+00
## 1744 NA NA 1.202034543 -0.041764477 2.3789004 NA
## 1759 3.44367790 NA 1.622446804 1.428207456 3.6277468 5.949900e-01
## 2222 NA NA NA 0.719455504 3.3686582 NA
## 2362 -3.05716387 NA -1.627667755 -0.022380217 NA -1.169235e+00
## 2530 -6.16484552 NA -2.257419522 NA -4.4025865 NA
## 2600 NA NA -1.214915446 -0.342557274 -2.6546221 -7.894394e-01
## 2641 NA NA -0.404566675 NA -2.6705428 9.193199e-02
## 7581 3.03104047 NA 1.693427041 NA 2.1839911 NA
## 1178 NA NA 2.639411297 1.421375085 5.8777490 -1.766997e-01
## 1287 1.06064710 NA 0.360603091 NA 2.2881960 -4.181656e-01
## 1445 NA NA NA NA 1.5804021 1.675261e+00
## 19561 2.90140254 NA 1.641188707 NA NA 5.619054e-01
## 2229 NA NA 1.336894382 NA 3.5958543 5.134415e-01
## 2246 NA NA 1.123280883 0.782590468 3.6247292 9.888398e-01
## 2312 NA NA 0.340842764 1.006556551 NA 1.039210e+00
## 2412 NA NA 0.062562092 NA -1.7217372 6.335471e-01
## 173 2.14781107 NA 0.961598473 NA 2.1733100 -8.371808e-01
## 315 NA NA 1.716210534 NA 3.4803935 3.962148e-01
## 376 NA NA 0.410615485 NA 1.0092701 NA
## 1630 NA 1.1748629 NA NA NA NA
## 1646 NA NA 0.334210618 -0.003842204 3.3581494 -8.716866e-01
## 1683 NA NA 0.685895528 NA 3.0879577 NA
## 1891 NA NA 2.018650130 0.325108263 3.4343420 -1.193596e-01
## 1930 NA NA NA 2.422919376 NA 1.425675e+00
## 2007 NA NA 0.659325585 -0.540192688 1.6073316 NA
## 2252 NA NA NA 1.419560018 4.2238361 3.252833e+00
## 2471 NA NA -2.076604474 NA -3.8806945 -8.038392e-01
## 2511 -4.17848229 NA -2.596603206 NA -3.6381499 NA
## 152 NA NA 0.565421541 0.040030146 3.2200433 NA
## 307 NA NA 4.029890530 2.825156204 NA NA
## 414 NA NA 0.764084822 -0.393472536 2.7080356 NA
## 1185 NA NA 0.682313995 NA 4.1303675 -1.041571e-01
## 1331 3.00721286 NA 0.973318814 -0.565203413 NA -3.850459e-01
## 1351 2.39213229 NA 0.133556701 NA 1.8811866 -1.138997e-01
## 1565 3.22916241 1.2846227 0.098517816 NA 4.4208623 NA
## 1718 NA 0.8598893 NA NA NA 7.605639e-01
## 1808 3.86736297 0.3545170 NA NA NA NA
## 2013 3.68416207 NA 1.751273643 -1.172935388 3.2876114 7.584237e-02
## 2031 NA 0.7048781 NA NA NA NA
## 2090 NA NA 0.406042471 -1.034433377 2.1370893 -2.041130e-01
## 598 -4.19968023 NA -1.338448073 -0.965730703 NA -5.862237e-01
## 1155 NA NA 1.711089713 1.843966894 4.2640502 NA
## 13581 4.12904783 NA 1.161573106 NA 2.4435741 1.357922e+00
## 1533 NA NA 1.233351520 NA 3.1863613 6.170275e-01
## 2025 NA NA 1.137350193 -0.231762364 3.4179700 -5.206935e-01
## 2035 NA NA 1.088036459 NA 2.2528738 6.648329e-01
## 2307 NA NA -2.538570261 -1.685916050 -4.7596915 -9.811658e-01
## 2498 -2.69663429 NA -1.235043374 NA NA 8.563620e-02
## 5321 -2.79514512 NA -0.985289071 NA NA -5.516859e-01
## 975 2.30990203 NA NA NA 3.5790583 -3.100522e-01
## 1040 -3.19222359 NA -1.926277415 -0.498108405 NA -4.687481e-01
## 1214 NA NA 0.832427478 NA 4.0950804 NA
## 1612 NA 0.2707024 NA NA NA NA
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## 2338 NA NA -1.565425728 0.181097596 -1.5442362 1.975704e-01
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## 1159 NA NA NA NA NA NA NA NA
## 1253 NA NA NA NA NA NA NA NA
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## 2483 NA NA NA NA NA NA NA NA
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## 1229 NA NA NA NA NA NA NA NA
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## 1508 NA NA NA NA NA NA NA NA
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## 1576 NA NA NA NA NA NA NA NA
## 1578 NA NA NA NA NA NA NA NA
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## 1712 NA NA NA NA NA NA NA NA
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## 807 NA NA NA NA NA NA 100.16104 123.11667
## 9231 2.0647750 NA NA NA NA NA 92.20494 NA
## 1867 NA NA NA NA NA NA 101.54000 111.10000
## 1956 NA NA NA NA NA NA 91.62500 89.27917
## 2334 NA NA NA NA NA NA NA 65.80000
## 2450 NA NA NA NA NA NA 100.03620 NA
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## 1358 NA NA NA NA NA NA 54.40000 63.60000
## 1448 NA NA NA NA NA NA 88.47615 NA
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## 1939 NA NA NA NA NA NA NA 42.40000
## 2302 NA NA NA NA NA NA NA NA
## 347 NA NA NA NA NA NA NA NA
## 743 NA NA NA NA NA NA 106.48915 97.71392
## 1374 NA NA NA NA NA NA NA NA
## 1376 NA NA NA NA NA NA 99.35484 93.30980
## 14871 NA NA NA NA NA NA 90.64054 78.55000
## 1509 NA NA NA NA NA NA 94.88571 NA
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## 1300 NA NA NA NA NA NA NA NA
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## 1440 NA NA NA NA NA NA NA NA
## 1443 NA NA NA NA NA NA 97.95430 96.25833
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## 1502 NA NA NA NA NA NA NA NA
## 1504 NA NA NA NA NA NA NA NA
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## 1922 NA NA NA NA NA NA NA NA
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## 4791 NA NA NA NA NA NA 77.24591 NA
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## 1343 NA NA NA NA NA NA NA 183.00000
## 1671 NA NA NA NA NA NA NA NA
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## 1313 NA NA NA NA NA NA 99.01905 NA
## 1353 NA NA NA NA NA NA 114.13043 NA
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## 1703 NA NA NA NA 2.432441 NA NA -140.90000
## 1728 NA NA NA NA NA NA NA NA
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## 251 NA NA NA NA NA NA NA 109.73218
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## 335 NA NA NA NA NA NA NA NA
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## 1333 NA NA NA NA NA NA NA NA
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## 2368 NA NA NA NA NA NA 98.28043 NA
## 22 4.1313621 NA NA NA NA NA NA NA
## 63 3.3222885 NA NA NA NA NA NA NA
## 168 NA NA NA NA NA NA 93.92070 NA
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## 1177 NA NA NA NA NA NA 100.53125 NA
## 1180 4.6656212 NA NA NA NA NA NA NA
## 1260 1.3277457 NA NA NA NA NA 109.99718 NA
## 1744 NA NA NA NA NA NA NA NA
## 1759 NA NA NA NA NA NA 95.87209 99.60816
## 2222 NA NA NA NA NA NA NA NA
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## 2530 NA NA NA NA NA NA NA -209.30000
## 2600 NA NA NA NA NA NA 122.10000 NA
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## 1178 NA NA NA NA NA NA -79.50000 NA
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## 315 NA NA NA NA NA NA 95.03453 NA
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## 1630 NA NA NA NA NA NA NA NA
## 1646 NA NA NA NA NA NA 59.82500 NA
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## 1930 NA NA NA NA NA NA 100.57778 NA
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## 152 NA NA NA NA NA NA NA NA
## 307 NA NA NA NA NA NA NA NA
## 414 NA NA NA NA NA NA NA NA
## 1185 2.9579077 NA NA NA NA NA 95.98816 NA
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## 1718 NA NA NA NA NA NA 53.10000 NA
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## 2031 NA NA NA NA NA NA NA NA
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## 598 NA NA NA NA NA NA 99.28973 99.78794
## 1155 NA NA NA NA NA NA NA NA
## 13581 NA NA NA NA NA NA 54.40000 63.60000
## 1533 NA NA NA NA NA NA 92.21892 NA
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## 2035 NA NA NA NA NA NA 91.65357 NA
## 2307 NA NA NA NA NA NA 103.41215 NA
## 2498 NA NA NA NA NA NA 91.76034 88.30000
## 5321 NA NA NA NA NA NA 86.70031 98.81991
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## 1040 NA NA NA NA NA NA 90.04437 108.17500
## 1214 NA NA NA NA NA NA NA NA
## 1612 NA NA NA NA NA NA NA NA
## 2006 NA NA NA NA NA NA NA NA
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## 2504 NA NA NA NA NA NA NA 93.88532
## 2536 NA NA NA NA NA NA 103.20000 88.60000
## 279 NA NA NA NA NA NA 98.09641 NA
## 351 NA NA NA NA NA NA NA NA
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## 1356 NA NA NA NA NA NA NA NA
## 1417 NA NA NA NA NA NA 95.57273 NA
## 15091 NA NA NA NA NA NA 94.88571 NA
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## 2566 NA NA NA NA NA NA 86.29744 NA
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## 630 NA NA NA NA NA NA NA NA
## 1493 NA NA NA NA NA NA NA NA
## 1506 NA NA NA NA NA NA NA NA
## 1514 NA NA NA NA NA NA NA NA
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## 246 NA NA NA NA NA NA NA NA
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## 16981 NA NA NA NA NA NA 108.75122 NA
## 1700 NA NA NA NA NA NA NA NA
## 2169 NA NA NA NA NA NA NA 44.70000
## 2178 NA NA NA NA NA NA 107.92243 107.46111
## 2626 NA NA NA NA NA NA 94.40276 NA
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## 1270 NA NA NA NA NA NA NA 76.80000
## 1315 NA NA NA NA NA NA 116.80000 117.23548
## 1381 NA NA NA NA NA NA 104.32727 NA
## 16531 NA NA NA NA NA NA NA 52.80000
## 1661 NA NA NA NA NA NA 109.05316 95.42000
## 2027 NA NA NA NA NA NA 94.28000 133.45000
## 2128 NA NA NA NA NA NA 97.97231 NA
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## 1392 NA NA NA NA NA NA NA NA
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## 2437 NA NA NA NA NA NA 108.14130 87.06071
## 2454 -0.7926106 NA NA NA NA NA 97.32727 88.14118
## 2578 NA NA NA NA NA NA NA NA
## 1097 NA NA NA NA NA NA 90.54286 106.13152
## 1209 NA NA NA NA NA NA NA NA
## 1335 NA NA NA NA NA NA 64.50000 102.10000
## 1975 NA NA NA NA NA NA NA 97.18571
## 2187 NA NA NA NA NA NA 96.46000 NA
## 2259 NA NA NA NA NA NA NA 106.56667
## 2341 NA NA NA NA NA NA 63.17273 NA
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## 574 NA NA NA NA NA NA 98.46996 104.22370
## 590 NA NA NA NA NA NA 97.33455 NA
## 983 2.1071732 NA NA NA NA NA NA NA
## 1013 NA NA NA NA NA NA 92.61285 101.39310
## 2076 NA NA NA NA NA NA NA NA
## 2158 NA NA NA NA NA NA NA NA
## 2177 NA NA NA NA NA NA 57.60000 NA
## 2324 NA NA NA NA NA NA NA NA
## 182 NA NA NA NA NA NA 81.18394 99.85176
## 212 NA NA NA NA NA NA 93.60254 99.82426
## 333 NA NA NA NA NA NA 92.78087 94.76441
## 609 NA NA NA NA NA NA 93.06310 96.00787
## 1162 NA NA NA NA NA NA 90.70000 102.67297
## 1286 NA NA NA NA NA NA NA 98.86026
## 1426 NA NA NA NA NA NA NA 107.56579
## 1611 NA NA NA NA NA NA 79.97627 NA
## 1882 NA NA NA NA NA NA 96.25854 NA
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## 2038 NA NA NA NA NA NA NA NA
## 2467 NA NA NA NA NA NA 42.10000 NA
## 756 NA NA NA NA NA NA 88.40000 135.50000
## 780 2.6215710 NA NA NA NA NA 90.09818 NA
## 991 NA NA NA NA NA NA 87.55549 NA
## 1305 NA NA NA NA NA NA 108.12895 107.20054
## 1373 NA NA NA NA NA NA NA NA
## 1459 NA NA NA NA NA NA 101.35671 NA
## 1594 NA NA NA NA NA NA NA -19.90000
## 1860 NA NA NA NA NA NA NA NA
## 613 NA NA NA NA NA NA 86.45909 NA
## 1108 NA NA NA NA NA NA 105.65561 105.56341
## 2279 NA NA NA NA NA NA NA NA
## 2310 NA NA NA NA NA NA NA 65.60000
## 2333 NA NA NA NA NA NA NA 99.69885
## 2348 NA NA NA NA NA NA 105.61935 102.35887
## 2372 NA NA NA NA NA NA 85.77215 NA
## 2526 NA NA NA NA NA NA NA NA
## 2574 NA NA NA NA NA NA NA NA
## 111 NA NA NA NA NA NA 92.68130 95.68778
## 1438 NA NA NA NA NA NA NA 104.72258
## 15041 NA NA NA NA NA NA NA NA
## 1811 NA NA NA NA NA NA NA NA
## 2092 NA NA NA NA NA NA 100.38947 NA
## 2131 NA NA NA NA NA NA NA NA
## 2410 NA NA NA NA NA NA 102.81250 110.24444
## 2539 -1.9236935 NA NA NA NA NA 107.85700 NA
## 1111 NA NA NA NA NA NA 92.68130 95.68778
## 14381 NA NA NA NA NA NA NA 104.72258
## 15042 NA NA NA NA NA NA NA NA
## 18111 NA NA NA NA NA NA NA NA
## 20921 NA NA NA NA NA NA 100.38947 NA
## 21311 NA NA NA NA NA NA NA NA
## 24101 NA NA NA NA NA NA 102.81250 110.24444
## 25391 -1.9236935 NA NA NA NA NA 107.85700 NA
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## 638 NA NA NA NA NA NA 100.30646 NA
## 951 NA NA NA NA NA NA NA NA
## 1505 NA NA NA NA NA NA NA 100.67097
## 1614 NA NA NA NA NA NA NA NA
## 1927 NA NA NA NA NA NA 97.52593 102.35192
## 2481 NA NA NA NA NA NA 91.36727 101.61200
## 2590 NA NA NA NA NA NA 104.28889 NA
## 467 NA NA NA NA NA NA 112.55664 NA
## Pit_plus_FA Pit_plus_SI Pit_plus_SL Pit_plus_KC Pit_plus_FC Pit_plus_FS
## 479 87.92610 101.77532 115.63753 NA 91.36304 NA
## 532 99.82187 NA NA NA 99.56130 NA
## 1032 NA 100.98539 NA NA NA NA
## 1042 95.89412 101.49167 109.66000 NA NA NA
## 1047 104.90000 NA 97.10000 NA NA NA
## 1964 88.13151 82.26296 96.76291 NA NA NA
## 2148 NA NA NA NA NA NA
## 2154 NA NA NA NA NA NA
## 2192 NA 98.87500 113.08889 NA 104.17895 NA
## 2241 113.24118 93.70390 92.27222 NA NA NA
## 447 98.19709 89.13542 102.63169 NA NA 110.26690
## 490 93.98485 94.78532 NA 90.23562 92.38881 NA
## 496 94.62153 83.73074 NA NA 91.32355 NA
## 923 102.28259 90.85714 103.88724 143.65000 NA NA
## 1038 68.46019 91.54204 NA NA NA NA
## 1960 NA NA NA NA NA NA
## 1984 88.13000 NA 92.12022 NA NA 96.25000
## 1996 NA NA NA NA NA NA
## 2009 95.26750 NA NA NA 96.65185 NA
## 2051 108.05390 104.68364 102.98148 NA NA NA
## 2085 99.54414 98.79574 107.57044 NA NA 105.61600
## 342 76.95838 96.24526 104.28373 NA NA NA
## 362 99.39101 NA 104.74332 NA NA 117.04019
## 896 87.50309 NA 112.54348 NA NA NA
## 1195 101.11909 90.75357 107.54675 NA NA NA
## 1389 87.40270 NA 104.70577 NA NA NA
## 1393 93.50000 NA NA NA NA NA
## 1463 97.45789 NA 120.71475 NA NA NA
## 1767 97.58108 NA 109.95357 NA NA NA
## 2587 NA 87.27703 80.15082 NA NA NA
## 2607 92.84768 NA 92.67390 NA NA NA
## 137 96.42247 NA 106.05422 NA NA NA
## 258 95.64080 NA 107.12669 92.52187 NA NA
## 377 83.72460 72.92463 73.62096 NA NA NA
## 1581 84.40556 NA NA NA NA NA
## 1640 75.20727 NA 91.71842 NA NA NA
## 2382 92.49774 99.60903 102.83644 NA NA NA
## 2503 106.25637 NA 67.26250 NA NA NA
## 2622 101.72867 NA NA NA NA NA
## 69 104.36745 NA 105.19475 NA 92.45759 NA
## 136 94.81796 90.82055 93.85201 NA NA NA
## 1101 87.54709 92.63045 100.49209 NA NA NA
## 1268 98.81508 96.11507 NA 95.46197 NA NA
## 1279 106.89726 106.88707 105.51631 NA NA NA
## 1308 92.30201 NA 117.45250 97.15455 93.21739 NA
## 1324 NA NA 65.70000 NA NA NA
## 1330 91.77624 90.75671 106.74543 NA NA NA
## 2104 NA NA 46.40000 NA NA NA
## 2314 115.65595 NA 100.23871 NA NA NA
## 2381 94.71884 95.88511 104.90630 NA NA NA
## 55 88.11864 96.45395 109.31473 NA NA NA
## 1153 100.59740 101.46965 99.91938 NA NA NA
## 1439 92.50000 NA 96.21667 NA NA NA
## 1617 98.19551 98.10508 108.53151 NA NA NA
## 1653 NA NA NA NA NA NA
## 1737 88.52151 89.32500 106.19046 NA NA NA
## 1926 104.41948 100.12360 NA NA 102.92857 NA
## 2300 77.60000 97.19737 93.27000 NA NA NA
## 238 98.65860 89.26819 114.65357 NA NA NA
## 1077 94.11792 87.22452 111.14197 NA NA NA
## 1159 109.31111 89.90000 103.52308 NA 113.88000 NA
## 1253 NA NA 110.40000 NA NA NA
## 1387 88.56136 NA 108.33673 NA NA NA
## 1450 87.90000 98.40000 NA NA NA NA
## 1915 85.34828 NA 105.30000 NA NA NA
## 2483 111.60000 NA 93.00000 NA NA NA
## 612 82.89839 88.95953 115.54500 NA NA NA
## 1229 NA NA NA NA NA NA
## 1231 99.64375 NA 106.35556 NA 103.20455 NA
## 1349 88.87500 83.54118 92.90000 NA NA NA
## 1553 110.14554 107.04690 112.09409 NA NA NA
## 1660 93.06261 98.28474 112.17292 NA NA NA
## 1663 89.77517 NA 107.79785 NA 96.22553 NA
## 1959 NA NA NA NA NA NA
## 6121 82.89839 88.95953 115.54500 NA NA NA
## 12291 NA NA NA NA NA NA
## 12311 99.64375 NA 106.35556 NA 103.20455 NA
## 13491 88.87500 83.54118 92.90000 NA NA NA
## 15531 110.14554 107.04690 112.09409 NA NA NA
## 16601 93.06261 98.28474 112.17292 NA NA NA
## 16631 89.77517 NA 107.79785 NA 96.22553 NA
## 19591 NA NA NA NA NA NA
## 476 96.26781 122.90000 111.11732 NA 99.22709 NA
## 527 85.22865 89.47671 96.74218 NA NA NA
## 576 87.44177 NA NA NA 98.28010 NA
## 2047 NA NA NA NA NA NA
## 2118 95.34485 NA 99.24904 NA NA NA
## 2133 98.38299 99.79697 102.19463 NA 65.25556 NA
## 2134 70.80000 NA NA NA NA NA
## 2139 92.38991 NA 91.50927 NA NA NA
## 2181 93.21250 NA 103.50465 NA NA NA
## 2190 82.22016 NA 91.17143 NA 94.36857 NA
## 2205 120.12000 NA 125.58771 NA 112.67318 NA
## 2206 99.26918 97.16336 114.78390 NA NA NA
## 758 94.09486 NA 116.50860 NA 96.50810 121.98059
## 820 NA 91.94649 96.01200 NA 86.82239 NA
## 1535 99.84241 NA NA NA NA NA
## 1546 111.05784 NA 104.63139 NA NA NA
## 1555 91.40136 93.39508 NA NA 93.77424 NA
## 1618 123.37500 103.37273 121.54211 NA 110.18000 NA
## 1684 98.35425 NA 107.28333 95.35728 NA NA
## 1740 83.13667 NA 110.57447 NA NA NA
## 1746 95.96000 NA 115.69688 NA NA NA
## 2515 NA 99.36893 105.87647 NA NA NA
## 2577 101.44719 NA 103.67208 NA NA NA
## 537 89.92421 NA 106.09360 NA NA NA
## 960 102.90405 NA 108.37857 98.69434 NA NA
## 1068 90.42485 NA NA NA 99.23208 NA
## 12531 NA NA 110.40000 NA NA NA
## 1301 101.62105 95.16121 112.58049 NA 90.26828 NA
## 1487 89.64182 NA 109.39796 NA NA NA
## 1508 94.93302 NA NA NA 95.01172 NA
## 1735 93.45312 91.87692 105.97222 NA NA NA
## 2294 87.94762 55.10000 98.78400 NA NA NA
## 805 84.20000 106.10000 NA NA NA NA
## 1563 100.26814 NA NA 90.94000 86.90526 NA
## 1576 NA NA NA NA NA NA
## 1578 93.34783 NA 118.90000 NA NA 97.97910
## 1588 NA NA 127.70000 NA NA NA
## 1606 101.36026 NA 113.04866 85.95000 NA NA
## 1644 NA NA NA NA NA NA
## 1650 90.26716 NA 108.55238 NA 93.87778 NA
## 1655 NA NA NA NA NA NA
## 1679 94.57865 NA 105.43502 NA NA NA
## 1698 111.14711 NA 103.39744 NA NA NA
## 1712 NA NA NA NA NA NA
## 1722 90.68571 90.62083 96.91407 NA NA NA
## 1745 87.70000 95.40837 101.51784 NA NA NA
## 2562 84.59065 NA 71.18500 NA NA NA
## 366 95.87758 NA 103.40664 NA 102.46145 NA
## 389 92.36756 99.62773 99.72980 NA NA NA
## 424 NA 96.27558 102.88531 NA NA NA
## 1627 NA NA NA NA NA NA
## 1668 105.81361 106.00000 106.00167 98.08066 99.80459 NA
## 2123 NA NA NA NA NA NA
## 2146 106.82095 99.03018 109.40351 NA NA NA
## 21811 93.21250 NA 103.50465 NA NA NA
## 231 92.38438 NA NA NA 107.28315 NA
## 592 98.45446 98.36531 105.48100 NA NA NA
## 813 83.10000 NA 95.00000 NA NA NA
## 1088 86.22803 NA NA NA 90.51379 NA
## 1449 106.80597 102.17586 112.70480 NA NA NA
## 1670 101.89508 93.75929 104.66181 NA NA NA
## 1945 95.79632 104.63190 99.84183 NA NA 101.85500
## 2306 NA NA NA NA NA NA
## 2527 NA 95.09311 99.67477 NA 83.19180 NA
## 340 100.53192 99.33093 106.09453 NA 90.84921 NA
## 429 90.26864 93.22347 103.07707 NA 95.45601 NA
## 807 112.72825 NA 125.07886 NA NA NA
## 9231 102.28259 90.85714 103.88724 143.65000 NA NA
## 1867 90.16818 NA NA NA NA NA
## 1956 83.81111 NA 115.11351 NA NA NA
## 2334 89.80000 73.10000 115.00000 NA NA NA
## 2450 88.58030 100.03192 99.33878 NA NA NA
## 372 98.13570 NA 101.33426 108.56840 NA NA
## 412 79.25700 NA NA NA 85.14664 NA
## 775 85.98947 NA 95.59512 NA 58.70000 NA
## 1358 97.70000 NA 158.50000 NA NA NA
## 1448 83.11250 82.23804 97.61503 NA NA NA
## 1899 155.80000 93.10000 96.40000 NA 101.50000 NA
## 1939 88.20000 NA NA NA NA NA
## 2302 98.39167 101.98846 95.24444 NA NA NA
## 347 NA 96.30196 110.31764 NA NA NA
## 743 106.46901 103.71693 111.30684 NA NA NA
## 1374 57.90000 NA 82.80000 NA NA NA
## 1376 80.80299 34.72000 60.20000 NA NA NA
## 14871 89.64182 NA 109.39796 NA NA NA
## 1509 102.73333 127.40000 112.37778 NA NA NA
## 1874 157.70000 NA NA NA NA NA
## 2270 81.95422 NA 101.38810 NA NA NA
## 711 117.03152 121.19200 114.52747 111.34237 NA NA
## 10421 95.89412 101.49167 109.66000 NA NA NA
## 1161 85.80000 NA NA 111.14876 98.03758 NA
## 1235 94.55426 NA 111.10836 NA NA NA
## 1300 NA NA NA NA NA NA
## 1320 90.63671 NA 104.97732 NA NA NA
## 2238 NA 92.05000 121.60000 NA 105.10000 NA
## 2569 91.81321 87.58454 109.92512 NA 92.66121 NA
## 395 98.20223 NA NA NA NA NA
## 1429 90.58636 98.12989 116.63478 NA NA NA
## 1440 104.10000 95.90000 141.50000 NA NA NA
## 1443 96.60619 NA NA NA NA NA
## 1474 100.91906 NA 114.01821 NA NA 98.09898
## 1501 87.86074 NA 112.41250 NA NA NA
## 1502 115.31548 97.40800 106.66667 NA NA 85.00000
## 1504 88.47895 NA 118.69091 NA NA NA
## 1516 107.87047 NA NA NA 58.90000 NA
## 1922 97.52603 NA 96.50323 NA NA NA
## 222 105.86280 NA 105.45354 NA NA NA
## 4791 87.92610 101.77532 115.63753 NA 91.36304 NA
## 1254 100.69765 93.78453 98.64762 NA NA NA
## 1343 NA NA 87.20000 NA NA NA
## 1671 NA 100.03187 106.42152 NA NA 102.30000
## 1705 105.77741 35.98333 96.06667 NA NA 113.20606
## 1719 97.75909 95.10170 110.81855 NA NA NA
## 1830 100.48776 NA 99.50000 NA NA NA
## 1172 98.04074 NA 104.19412 NA NA NA
## 11951 101.11909 90.75357 107.54675 NA NA NA
## 1311 81.29251 67.95143 102.63020 NA NA NA
## 1313 96.91232 89.00957 94.18760 NA NA NA
## 1353 93.84286 127.42500 NA NA 65.95714 NA
## 1360 103.40000 84.61691 NA NA NA NA
## 1895 89.87252 NA 100.85000 NA NA NA
## 1983 NA NA NA NA NA NA
## 2248 90.45221 NA 103.02443 NA NA NA
## 2357 106.24313 NA 107.81800 NA NA NA
## 226 103.54271 NA 109.87790 NA NA NA
## 480 109.95973 NA 108.05305 NA 101.74944 NA
## 845 81.48611 92.88111 107.93938 NA NA NA
## 1552 77.28308 91.03333 101.60667 NA NA NA
## 1609 112.15466 95.03904 96.45110 NA NA NA
## 1703 NA NA NA NA NA NA
## 1728 96.61333 98.47500 101.18286 NA NA 105.97200
## 2145 103.70000 NA 122.62941 NA NA NA
## 249 103.73206 NA 98.31022 NA NA NA
## 251 94.00216 90.02583 105.30966 NA NA NA
## 506 95.84095 NA NA NA 83.59718 NA
## 556 85.74033 90.73892 103.40015 NA NA NA
## 1208 98.91818 89.31311 105.90602 NA NA NA
## 1283 105.44034 NA 84.85344 NA NA NA
## 1284 94.90026 NA 109.22187 NA NA 61.28333
## 2345 75.13373 95.63218 98.07673 NA NA NA
## 2565 85.65918 60.38061 103.80425 NA NA NA
## 317 95.31954 98.41674 121.57020 NA 105.74607 NA
## 335 103.89023 NA 107.04402 NA NA NA
## 663 91.70154 98.22503 NA NA NA NA
## 1333 95.51250 91.39245 107.01813 NA NA NA
## 1475 98.93200 NA 110.39412 NA NA NA
## 19961 NA NA NA NA NA NA
## 2113 109.86393 NA 123.69283 NA NA NA
## 2368 NA 90.12222 105.19559 NA NA NA
## 22 NA NA 96.26123 116.98730 109.45589 NA
## 63 107.51714 NA NA 109.41027 NA NA
## 168 110.24732 90.36265 110.50176 NA NA NA
## 174 109.92408 NA NA NA 97.67677 NA
## 673 92.39020 NA 115.25503 NA 104.92649 NA
## 1177 103.86697 91.85146 102.72761 NA NA NA
## 1180 107.32632 NA NA 110.47007 NA NA
## 1260 76.03878 NA 105.73200 NA NA NA
## 1744 111.83922 95.20055 91.21237 NA NA NA
## 1759 102.69609 59.70000 112.78809 NA NA NA
## 2222 NA 91.91741 101.92774 NA NA NA
## 2362 86.25724 86.43158 NA NA NA NA
## 2530 76.86212 NA 78.01316 NA NA NA
## 2600 95.25030 100.81148 109.97586 NA NA NA
## 2641 94.63741 NA 93.66349 NA NA NA
## 7581 94.09486 NA 116.50860 NA 96.50810 121.98059
## 1178 107.58641 97.97040 93.19667 NA NA NA
## 1287 94.63960 NA 104.40667 NA 88.92857 NA
## 1445 NA NA 97.30000 NA NA NA
## 19561 83.81111 NA 115.11351 NA NA NA
## 2229 93.42828 NA 106.35370 NA NA NA
## 2246 46.96250 86.52149 85.30000 NA NA NA
## 2312 79.22778 92.99574 NA 103.72692 78.52500 NA
## 2412 90.66109 NA 89.40704 NA NA NA
## 173 108.57572 NA 118.59714 NA NA NA
## 315 113.02835 NA 108.56060 NA NA NA
## 376 110.18178 NA NA 116.23739 NA NA
## 1630 NA NA NA NA NA NA
## 1646 97.08611 86.65634 103.50833 NA NA NA
## 1683 NA 101.43241 95.73906 NA NA 112.05368
## 1891 81.23333 99.88383 99.08636 NA NA NA
## 1930 NA 112.93571 NA NA 125.62571 NA
## 2007 79.66667 93.39831 119.68608 NA NA NA
## 2252 NA 83.02366 99.25849 NA NA NA
## 2471 96.29091 NA 95.37672 NA NA NA
## 2511 91.49820 NA 111.55532 NA NA NA
## 152 86.65370 105.03402 126.95677 NA NA NA
## 307 103.13849 93.63167 117.37564 NA NA NA
## 414 93.66742 110.24674 122.91946 NA 99.26267 NA
## 1185 107.85081 NA NA 111.35700 101.68469 NA
## 1331 100.36233 100.96136 NA NA 89.63592 NA
## 1351 91.60000 NA 95.00000 NA NA NA
## 1565 58.60000 NA 40.00000 NA NA NA
## 1718 NA NA NA NA NA NA
## 1808 NA NA NA NA NA NA
## 2013 102.63267 56.90000 110.61340 NA NA NA
## 2031 NA NA NA NA NA NA
## 2090 96.25857 96.30000 98.72353 NA NA NA
## 598 87.08192 NA NA NA 89.55035 NA
## 1155 105.41882 102.81667 98.68696 NA NA NA
## 13581 97.70000 NA 158.50000 NA NA NA
## 1533 90.84182 NA 109.91860 NA 109.44357 NA
## 2025 99.00794 92.01515 100.56266 NA 96.36433 NA
## 2035 90.40816 NA 111.47671 NA NA NA
## 2307 91.25138 94.69205 112.16316 NA NA NA
## 2498 94.18679 NA NA NA 91.37576 NA
## 5321 99.82187 NA NA NA 99.56130 NA
## 975 99.06585 NA 96.07155 NA NA NA
## 1040 94.77742 96.33919 NA NA NA NA
## 1214 94.47457 NA 116.87692 NA 98.47705 NA
## 1612 NA NA NA NA NA NA
## 2006 NA NA NA NA NA NA
## 2338 87.90000 99.32500 100.25385 NA 98.19667 NA
## 2504 NA 81.06136 NA NA NA NA
## 2536 92.40000 NA 112.90000 NA NA NA
## 279 104.26484 NA 113.82109 NA NA NA
## 351 113.03277 NA NA NA 103.23075 94.54152
## 1336 83.89556 NA 106.55000 NA NA NA
## 13492 88.87500 83.54118 92.90000 NA NA NA
## 1356 95.97457 NA 111.02361 NA NA 110.14646
## 1417 80.15636 86.72258 104.46863 NA NA NA
## 15091 102.73333 127.40000 112.37778 NA NA NA
## 1542 NA 105.53184 102.43893 NA 103.50464 NA
## 2055 94.57928 91.46352 107.04235 NA NA NA
## 2273 NA 111.80000 77.20000 NA NA NA
## 2499 90.23981 95.81138 102.64247 NA NA NA
## 2566 102.64433 103.10000 94.00000 NA 60.60000 NA
## 51 96.94388 92.48852 NA NA 89.75079 NA
## 365 81.00827 94.75741 93.87398 NA NA 82.12444
## 552 94.42336 NA 104.45713 NA NA 86.69351
## 630 103.68738 106.12636 105.28677 NA 91.94859 NA
## 1493 93.10000 NA 80.70000 NA NA NA
## 1506 98.81111 NA 125.99547 NA 110.21119 NA
## 1514 NA NA 94.00000 NA 64.80000 NA
## 1925 86.79707 NA 100.11930 NA NA 99.65937
## 2349 93.47399 58.80000 103.20500 NA NA NA
## 2413 117.90000 52.40000 NA NA NA NA
## 2629 NA 85.05699 101.26270 NA NA NA
## 48 NA NA NA NA NA NA
## 246 98.64694 97.72513 112.11325 NA NA NA
## 1428 93.01010 NA NA NA NA NA
## 14872 89.64182 NA 109.39796 NA NA NA
## 1503 92.83409 87.81102 108.61529 NA NA NA
## 16981 111.14711 NA 103.39744 NA NA NA
## 1700 111.66959 102.30903 101.32981 NA NA NA
## 2169 NA NA NA NA NA NA
## 2178 94.91751 NA 114.02937 NA NA NA
## 2626 97.21333 NA 70.37000 NA NA NA
## 3951 98.20223 NA NA NA NA NA
## 1270 NA NA 68.30000 NA 78.80000 NA
## 1315 100.50000 NA NA NA NA NA
## 1381 89.72500 NA 112.37222 NA NA NA
## 16531 NA NA NA NA NA NA
## 1661 94.46009 104.50606 97.45545 NA NA NA
## 2027 103.25578 NA 106.95436 NA NA NA
## 2128 107.19757 NA 108.71479 NA NA NA
## 1220 NA 79.14366 92.06667 NA NA NA
## 1369 NA NA 101.00000 NA NA NA
## 1392 55.75000 94.07821 107.41121 NA NA NA
## 1751 109.92643 NA 109.79007 NA NA NA
## 1988 92.39242 96.33750 121.10212 NA NA NA
## 2153 106.94090 NA 113.73022 NA NA NA
## 2167 98.83851 NA NA NA NA NA
## 2437 96.94400 NA 95.49444 NA NA NA
## 2454 90.81268 81.73333 103.35469 NA NA NA
## 2578 NA 99.95940 NA NA 108.62386 NA
## 1097 96.17636 94.80000 103.79191 NA NA NA
## 1209 NA 76.10000 130.00000 NA NA NA
## 1335 91.11975 NA 109.81103 NA NA NA
## 1975 84.05278 NA 109.42350 NA NA NA
## 2187 96.88944 NA 112.23746 NA NA NA
## 2259 56.10000 NA 87.79216 NA NA NA
## 2341 93.14462 NA 102.99459 NA NA NA
## 2453 89.96641 91.39575 109.50488 NA NA NA
## 2522 92.96854 NA 101.81914 NA NA NA
## 574 NA 88.44699 NA NA 89.86136 NA
## 590 108.46926 NA 108.64475 NA NA NA
## 983 98.71789 82.30000 99.40185 102.54209 NA 116.82530
## 1013 95.22397 84.48025 NA NA 99.35789 NA
## 2076 NA NA NA NA NA NA
## 2158 -11.50000 70.10000 125.40000 NA NA NA
## 2177 NA 87.28551 90.83689 NA NA NA
## 2324 87.07676 NA 102.42965 NA NA NA
## 182 NA 85.41585 95.65965 NA 99.57441 NA
## 212 98.27079 96.06972 NA NA 99.26428 NA
## 333 92.20525 99.67378 99.20567 NA NA NA
## 609 91.18978 NA NA NA NA NA
## 1162 84.09149 82.14485 NA NA 109.64019 NA
## 1286 58.70000 97.99955 110.55387 NA NA NA
## 1426 99.84265 97.95167 NA NA NA NA
## 1611 100.38791 94.81019 101.91607 NA NA NA
## 1882 100.99969 NA 114.28856 NA NA NA
## 1958 99.63074 94.79266 113.17965 114.32352 NA NA
## 2038 96.44888 NA 104.71552 NA NA 115.87186
## 2467 56.50000 98.73671 94.81260 NA NA NA
## 756 92.30000 NA 66.10000 NA NA NA
## 780 106.48248 NA 103.88504 86.38414 NA NA
## 991 NA 90.47769 104.02519 NA NA NA
## 1305 103.48068 NA 106.63333 NA NA NA
## 1373 NA NA NA NA NA NA
## 1459 99.58380 NA 101.85195 NA 101.09600 NA
## 1594 NA NA NA NA NA NA
## 1860 NA NA NA NA NA NA
## 613 86.86491 94.97803 99.46695 NA NA NA
## 1108 98.89591 87.80276 106.63353 NA NA NA
## 2279 109.33333 NA 101.86500 NA NA NA
## 2310 NA NA NA NA NA NA
## 2333 105.44845 85.10000 NA NA NA NA
## 2348 NA 98.31629 NA NA NA NA
## 2372 NA 89.54564 105.16020 NA NA NA
## 2526 NA 78.90000 103.50000 NA NA NA
## 2574 94.91452 58.76667 102.25789 NA 104.03429 NA
## 111 66.45714 85.22219 84.39134 NA NA NA
## 1438 85.33182 94.81231 112.68163 NA NA NA
## 15041 88.47895 NA 118.69091 NA NA NA
## 1811 NA NA NA NA NA NA
## 2092 98.32308 71.55000 87.50000 NA NA NA
## 2131 NA NA NA NA NA NA
## 2410 113.50000 NA NA NA NA NA
## 2539 97.28659 NA NA 99.62346 NA NA
## 1111 66.45714 85.22219 84.39134 NA NA NA
## 14381 85.33182 94.81231 112.68163 NA NA NA
## 15042 88.47895 NA 118.69091 NA NA NA
## 18111 NA NA NA NA NA NA
## 20921 98.32308 71.55000 87.50000 NA NA NA
## 21311 NA NA NA NA NA NA
## 24101 113.50000 NA NA NA NA NA
## 25391 97.28659 NA NA 99.62346 NA NA
## 529 91.37293 NA NA NA NA NA
## 638 NA 95.85455 109.50863 NA NA NA
## 951 104.91651 NA 101.90901 NA 104.41111 112.31325
## 1505 96.20260 NA NA NA NA NA
## 1614 108.97630 NA 109.14286 NA 93.36144 NA
## 1927 109.19259 102.74167 NA NA 96.52261 NA
## 2481 86.98153 NA 102.09953 NA NA NA
## 2590 103.46940 NA NA NA 106.53471 NA
## 467 97.64559 NA 101.45992 NA NA NA
## Pit_plus_FO Pitching_plus NumberofStuffPitches plus_stuff_pitches
## 479 NA 95.14252 2 2
## 532 NA 98.07501 0 0
## 1032 NA 98.66458 1 1
## 1042 NA 100.23722 2 2
## 1047 NA 99.26786 1 1
## 1964 NA 92.16672 0 0
## 2148 NA 90.71667 0 0
## 2154 NA NA 0 0
## 2192 NA 103.36316 2 2
## 2241 NA 91.77831 1 1
## 447 NA 103.51765 2 2
## 490 NA 93.94822 0 0
## 496 NA 91.49205 1 1
## 923 NA 101.75376 3 3
## 1038 NA 97.03367 1 1
## 1960 NA NA 0 0
## 1984 NA 90.17756 0 0
## 1996 NA 69.51111 0 0
## 2009 NA 101.23250 1 1
## 2051 NA 105.47439 3 3
## 2085 NA 105.42648 3 3
## 342 NA 97.60422 2 2
## 362 NA 104.76339 2 2
## 896 NA 92.69394 1 1
## 1195 NA 102.85822 2 2
## 1389 NA 95.48915 1 1
## 1393 NA 95.52813 0 0
## 1463 NA 103.80823 2 2
## 1767 NA 103.92731 2 2
## 2587 NA 84.05704 0 0
## 2607 NA 93.68370 0 0
## 137 NA 100.49031 2 2
## 258 NA 99.51893 1 1
## 377 NA 86.16527 0 0
## 1581 NA 78.00891 0 0
## 1640 NA 90.03023 1 1
## 2382 NA 100.24771 2 2
## 2503 NA 104.90483 2 2
## 2622 NA 94.71279 1 1
## 69 NA 100.94026 2 2
## 136 NA 95.34957 1 1
## 1101 NA 94.71066 1 1
## 1268 NA 97.47334 0 0
## 1279 NA 106.07179 4 4
## 1308 NA 95.93725 1 1
## 1324 NA 65.70000 0 0
## 1330 NA 96.00145 1 1
## 2104 NA 48.03333 0 0
## 2314 NA 111.50000 2 2
## 2381 NA 99.48061 1 1
## 55 NA 95.23156 1 1
## 1153 NA 101.09362 3 3
## 1439 NA 93.61500 0 0
## 1617 NA 101.03130 2 2
## 1653 NA 52.80000 0 0
## 1737 NA 98.26942 2 2
## 1926 NA 104.84050 5 5
## 2300 NA 92.35606 0 0
## 238 NA 99.71652 1 1
## 1077 NA 98.54978 1 1
## 1159 NA 105.78636 3 3
## 1253 NA 110.40000 1 1
## 1387 NA 99.39598 2 2
## 1450 NA 86.43333 0 0
## 1915 NA 92.71667 2 2
## 2483 NA 102.30000 1 1
## 612 NA 93.17015 2 2
## 1229 NA NA 0 0
## 1231 NA 100.16930 2 2
## 1349 NA 91.70455 0 0
## 1553 NA 110.56609 3 3
## 1660 NA 102.08952 1 1
## 1663 NA 96.75006 1 1
## 1959 NA NA 0 0
## 6121 NA 93.17015 2 2
## 12291 NA NA 0 0
## 12311 NA 100.16930 2 2
## 13491 NA 91.70455 0 0
## 15531 NA 110.56609 3 3
## 16601 NA 102.08952 1 1
## 16631 NA 96.75006 1 1
## 19591 NA NA 0 0
## 476 NA 99.16354 2 2
## 527 NA 93.65373 1 1
## 576 NA 91.27757 1 1
## 2047 NA 90.15714 0 0
## 2118 NA 96.05343 0 0
## 2133 NA 98.97730 2 2
## 2134 NA 70.94091 0 0
## 2139 NA 91.73199 0 0
## 2181 NA 98.54458 1 1
## 2190 NA 85.33941 0 0
## 2205 NA 116.74170 3 3
## 2206 NA 102.19660 1 1
## 758 NA 104.54447 2 2
## 820 NA 95.91626 1 1
## 1535 NA 97.52439 0 0
## 1546 NA 108.14599 3 3
## 1555 NA 92.34161 0 0
## 1618 NA 112.66812 4 4
## 1684 NA 98.17463 1 1
## 1740 NA 94.63351 1 1
## 1746 NA 104.88052 2 2
## 2515 NA 104.47105 1 1
## 2577 NA 101.89448 2 2
## 537 NA 94.23333 1 1
## 960 NA 103.62724 2 2
## 1068 NA 96.33190 1 1
## 12531 NA 110.40000 1 1
## 1301 NA 98.73462 2 2
## 1487 NA 94.60556 1 1
## 1508 NA 94.40268 0 0
## 1735 NA 99.84153 3 3
## 2294 NA 100.02727 0 0
## 805 NA 98.78313 2 2
## 1563 NA 99.11995 1 1
## 1576 NA NA 0 0
## 1578 NA 95.79927 1 1
## 1588 NA 121.62000 1 1
## 1606 NA 106.51476 3 3
## 1644 NA 89.25429 1 1
## 1650 NA 98.78849 1 1
## 1655 NA 74.60000 0 0
## 1679 NA 98.53504 1 1
## 1698 NA 107.77113 3 3
## 1712 NA NA 0 0
## 1722 NA 92.23931 0 0
## 1745 NA 100.27337 2 2
## 2562 NA 81.39302 0 0
## 366 NA 99.24949 4 4
## 389 NA 101.02882 1 1
## 424 NA 106.32174 2 2
## 1627 NA NA 0 0
## 1668 NA 103.05491 3 3
## 2123 NA 87.25000 0 0
## 2146 NA 102.12765 2 2
## 21811 NA 98.54458 1 1
## 231 NA 100.99532 2 2
## 592 NA 98.23288 1 1
## 813 NA 87.69398 0 0
## 1088 NA 95.29802 1 1
## 1449 NA 108.87860 4 4
## 1670 NA 99.36931 2 2
## 1945 NA 101.61031 2 2
## 2306 NA 141.00000 2 2
## 2527 NA 95.81413 0 0
## 340 NA 99.87510 2 2
## 429 NA 93.91243 1 1
## 807 NA 117.07755 4 4
## 9231 NA 101.75376 3 3
## 1867 NA 97.05581 2 2
## 1956 NA 96.88713 1 1
## 2334 NA 89.52381 1 1
## 2450 NA 98.94716 2 2
## 372 NA 100.05977 2 2
## 412 NA 87.37143 1 1
## 775 NA 92.39789 2 2
## 1358 NA 77.95714 1 1
## 1448 NA 87.45376 0 0
## 1899 NA 93.44130 2 2
## 1939 NA 39.48276 0 0
## 2302 NA 99.05000 1 1
## 347 NA 101.95569 1 1
## 743 NA 106.62639 4 4
## 1374 NA 66.79286 0 0
## 1376 NA 89.06667 0 0
## 14871 NA 94.60556 1 1
## 1509 NA 104.15789 3 3
## 1874 NA 89.61154 1 1
## 2270 NA 87.06928 1 1
## 711 NA 113.78806 5 5
## 10421 NA 100.23722 2 2
## 1161 NA 102.20419 1 1
## 1235 NA 104.12887 2 2
## 1300 NA NA 0 0
## 1320 NA 96.20041 1 1
## 2238 NA 99.99333 3 3
## 2569 NA 97.16730 2 2
## 395 NA 106.00021 1 1
## 1429 NA 105.23243 2 2
## 1440 NA 113.61429 2 2
## 1443 NA 96.92500 0 0
## 1474 NA 104.88792 2 2
## 1501 NA 99.33930 1 1
## 1502 NA 103.92895 2 2
## 1504 NA 107.65192 1 1
## 1516 NA 104.39646 1 1
## 1922 NA 97.22115 0 0
## 222 NA 105.19308 3 3
## 4791 NA 95.14252 2 2
## 1254 NA 101.83384 2 2
## 1343 NA 119.13333 1 1
## 1671 NA 102.16912 3 3
## 1705 NA 105.06226 2 2
## 1719 NA 102.76731 1 1
## 1830 NA 100.58444 2 2
## 1172 NA 99.73655 1 1
## 11951 NA 102.85822 2 2
## 1311 NA 88.19396 1 1
## 1313 NA 95.37013 0 0
## 1353 NA 106.76414 2 2
## 1360 NA 86.08554 1 1
## 1895 NA 94.19352 2 2
## 1983 NA 86.20000 0 0
## 2248 NA 94.41780 1 1
## 2357 NA 108.04966 4 4
## 226 NA 104.95134 3 3
## 480 NA 105.18471 3 3
## 845 NA 98.08223 2 2
## 1552 NA 86.67565 1 1
## 1609 NA 103.89913 2 2
## 1703 NA -140.90000 0 0
## 1728 NA 100.99212 2 2
## 2145 NA 108.96977 2 2
## 249 NA 101.49155 2 2
## 251 NA 101.46912 2 2
## 506 NA 96.51015 1 1
## 556 NA 93.91515 2 2
## 1208 NA 98.94038 1 1
## 1283 NA 102.57724 1 1
## 1284 NA 103.26837 2 2
## 2345 NA 88.54073 0 0
## 2565 NA 89.44968 1 1
## 317 NA 105.79273 2 2
## 335 NA 105.71362 2 2
## 663 NA 97.63043 1 1
## 1333 NA 102.53605 1 1
## 1475 NA 101.42564 1 1
## 19961 NA 69.51111 0 0
## 2113 NA 114.13872 2 2
## 2368 NA 95.95667 1 1
## 22 NA 108.38202 2 2
## 63 NA 108.36241 2 2
## 168 NA 108.24719 2 2
## 174 NA 108.55171 2 2
## 673 NA 97.93119 3 3
## 1177 NA 100.29456 3 3
## 1180 NA 108.44687 2 2
## 1260 NA 97.78621 2 2
## 1744 NA 96.58994 1 1
## 1759 NA 105.35990 2 2
## 2222 NA 97.06371 1 1
## 2362 NA 88.67249 0 0
## 2530 NA 74.43654 0 0
## 2600 NA 103.40859 3 3
## 2641 NA 93.71194 0 0
## 7581 NA 104.54447 2 2
## 1178 NA 97.28347 1 1
## 1287 NA 100.47153 2 2
## 1445 NA 109.26471 1 1
## 19561 NA 96.88713 1 1
## 2229 NA 98.03626 1 1
## 2246 NA 84.35941 0 0
## 2312 NA 95.83478 2 2
## 2412 NA 91.78735 0 0
## 173 NA 110.94228 2 2
## 315 NA 111.00768 2 2
## 376 NA 110.94826 2 2
## 1630 NA 90.60000 0 0
## 1646 NA 97.31137 1 1
## 1683 NA 101.64063 2 2
## 1891 NA 99.10272 0 0
## 1930 NA 114.47236 3 3
## 2007 NA 100.99980 1 1
## 2252 NA 88.36000 0 0
## 2471 NA 90.77500 0 0
## 2511 NA 97.43591 1 1
## 152 NA 109.19231 2 2
## 307 NA 109.83155 2 2
## 414 NA 109.06931 2 2
## 1185 NA 106.77634 3 3
## 1331 NA 98.61657 4 4
## 1351 NA 101.08696 2 2
## 1565 NA 32.38889 0 0
## 1718 NA 53.10000 0 0
## 1808 NA 119.30833 1 1
## 2013 NA 105.84775 4 4
## 2031 NA NA 0 0
## 2090 NA 96.73943 0 0
## 598 NA 91.07018 0 0
## 1155 NA 101.95608 2 2
## 13581 NA 77.95714 1 1
## 1533 NA 99.66929 2 2
## 2025 NA 97.31965 1 1
## 2035 NA 100.24853 1 1
## 2307 NA 100.70141 2 2
## 2498 NA 92.78060 0 0
## 5321 NA 98.07501 0 0
## 975 NA 100.69764 2 2
## 1040 NA 95.69865 1 1
## 1214 NA 98.56923 1 1
## 1612 NA NA 0 0
## 2006 NA NA 0 0
## 2338 NA 89.86522 1 1
## 2504 NA 90.19739 0 0
## 2536 NA 100.49016 2 2
## 279 NA 107.78917 2 2
## 351 NA 107.34337 2 2
## 1336 NA 95.41900 1 1
## 13492 NA 91.70455 0 0
## 1356 NA 101.74617 2 2
## 1417 NA 91.05541 1 1
## 15091 NA 104.15789 3 3
## 1542 NA 103.89048 3 3
## 2055 NA 97.10404 2 2
## 2273 NA 92.92727 1 1
## 2499 NA 96.65854 1 1
## 2566 NA 96.79500 2 2
## 51 NA 91.78498 0 0
## 365 NA 91.90542 0 0
## 552 NA 97.95745 1 1
## 630 NA 104.36201 3 3
## 1493 NA 89.45294 0 0
## 1506 NA 114.83494 2 2
## 1514 NA 86.70000 0 0
## 1925 NA 93.42263 1 1
## 2349 NA 97.66711 1 1
## 2413 NA 76.61500 1 1
## 2629 NA 92.44831 1 1
## 48 NA 108.68139 1 1
## 246 NA 106.99176 1 1
## 1428 NA 94.82735 1 1
## 14872 NA 94.60556 1 1
## 1503 NA 95.17900 1 1
## 16981 NA 107.77113 3 3
## 1700 NA 105.27782 3 3
## 2169 NA 44.70000 0 0
## 2178 NA 104.29401 3 3
## 2626 NA 95.80305 0 0
## 3951 NA 106.00021 1 1
## 1270 NA 75.95000 0 0
## 1315 NA 108.42673 3 3
## 1381 NA 97.99559 2 2
## 16531 NA 52.80000 0 0
## 1661 NA 98.86619 2 2
## 2027 NA 103.85759 3 3
## 2128 NA 105.23405 2 2
## 1220 NA 91.27185 1 1
## 1369 NA 43.20000 1 1
## 1392 NA 98.37446 1 1
## 1751 NA 109.77008 2 2
## 1988 NA 111.92132 1 1
## 2153 NA 106.56667 2 2
## 2167 NA 98.99476 0 0
## 2437 NA 100.00000 1 1
## 2454 NA 94.50217 1 1
## 2578 NA 103.47722 1 1
## 1097 NA 101.17405 2 2
## 1209 NA 103.05000 1 1
## 1335 NA 102.76739 2 2
## 1975 NA 101.86381 1 1
## 2187 NA 105.92100 1 1
## 2259 NA 74.60862 1 1
## 2341 NA 95.00140 1 1
## 2453 NA 96.63185 1 1
## 2522 NA 96.45303 1 1
## 574 NA 95.32831 1 1
## 590 NA 106.40150 2 2
## 983 NA 102.15238 2 2
## 1013 NA 97.39544 1 1
## 2076 NA 79.82500 0 0
## 2158 NA 87.32308 1 1
## 2177 NA 88.64355 0 0
## 2324 NA 92.37563 1 1
## 182 NA 97.16424 0 0
## 212 NA 97.04110 0 0
## 333 NA 97.26360 0 0
## 609 NA 92.80295 0 0
## 1162 NA 93.84484 2 2
## 1286 NA 101.49538 1 1
## 1426 NA 102.10977 1 1
## 1611 NA 94.88729 2 2
## 1882 NA 104.80711 2 2
## 1958 NA 104.71590 2 2
## 2038 NA 103.14146 2 2
## 2467 NA 98.09294 0 0
## 756 NA 88.37209 1 1
## 780 NA 103.25201 2 2
## 991 NA 95.10972 1 1
## 1305 NA 105.01622 4 4
## 1373 NA NA 0 0
## 1459 NA 100.27407 3 3
## 1594 NA -19.90000 0 0
## 1860 NA 98.91250 0 0
## 613 NA 90.88986 0 0
## 1108 NA 100.65049 3 3
## 2279 NA 107.03538 2 2
## 2310 NA 65.60000 0 0
## 2333 NA 103.26265 1 1
## 2348 NA 100.36298 2 2
## 2372 NA 92.95993 1 1
## 2526 NA 86.72727 1 1
## 2574 NA 97.83390 2 2
## 111 NA 85.40971 0 0
## 1438 NA 97.02961 2 2
## 15041 NA 107.65192 1 1
## 1811 NA NA 0 0
## 2092 NA 86.16667 1 1
## 2131 NA NA 0 0
## 2410 NA 109.54138 3 3
## 2539 NA 101.06200 1 1
## 1111 NA 85.40971 0 0
## 14381 NA 97.02961 2 2
## 15042 NA 107.65192 1 1
## 18111 NA NA 0 0
## 20921 NA 86.16667 1 1
## 21311 NA NA 0 0
## 24101 NA 109.54138 3 3
## 25391 NA 101.06200 1 1
## 529 NA 94.86048 0 0
## 638 NA 101.63300 2 2
## 951 NA 105.43888 4 4
## 1505 NA 98.19568 1 1
## 1614 NA 102.37452 2 2
## 1927 NA 100.52779 3 3
## 2481 NA 95.48622 2 2
## 2590 NA 104.51765 3 3
## 467 NA 103.33583 2 2
## xwoba xwoba_r xwoba_l K_pct BB_pct K_per_9
## 479 0.31962500 0.26854839 0.3676061 0.18748750 0.10941250 8.276786
## 532 0.36508036 0.32645333 0.4433784 0.16962411 0.15179821 7.704270
## 1032 0.31024170 0.32145833 0.2737401 0.25730000 0.05440000 9.736078
## 1042 0.27678723 0.34381481 0.1863000 0.23400000 0.04260000 8.485690
## 1047 0.28752632 0.32135294 0.0000000 0.21050000 0.00000000 7.714280
## 1964 0.35687500 0.34639474 0.3790000 0.19300000 0.07020000 9.281256
## 2148 0.48246154 0.62442857 0.3168333 0.07690000 0.07690000 4.500000
## 2154 0.32950000 0.30050000 0.4165000 0.00000000 0.00000000 0.000000
## 2192 0.28593103 0.20993333 0.3673571 0.16670000 0.13330000 6.428571
## 2241 0.33154167 0.27670370 0.4020476 0.10420000 0.04170000 4.090909
## 447 0.32163743 0.34063366 0.2942286 0.20351395 0.04651395 7.473493
## 490 0.31337618 0.31268159 0.3145593 0.17790675 0.07977791 7.061780
## 496 0.36312500 0.35206164 0.3862000 0.13123484 0.07690317 5.308367
## 923 0.31360248 0.30821591 0.3200959 0.22840000 0.08640000 8.919650
## 1038 0.30192430 0.29805063 0.3214574 0.21850000 0.10140000 8.353939
## 1960 0.36000000 0.43566667 0.2843333 0.00000000 0.00000000 0.000000
## 1984 0.39090741 0.35945455 0.4403333 0.12730000 0.10910000 5.108122
## 1996 0.52520000 0.35866667 0.5965714 0.00000000 0.10000000 0.000000
## 2009 0.27647368 0.32328571 0.1454000 0.26320000 0.10530000 9.000000
## 2051 0.37173404 0.35360345 0.4009444 0.12630000 0.07370000 5.225798
## 2085 0.32351724 0.31143333 0.3503704 0.18390000 0.08050000 7.322033
## 342 0.43691603 0.41692754 0.4591613 0.08331970 0.09092045 3.810000
## 362 0.32179144 0.32592784 0.3173333 0.19526623 0.03165356 7.435721
## 896 0.38644681 0.30388235 0.4332333 0.06380000 0.12770000 2.892858
## 1195 0.29904167 0.28347134 0.3284940 0.23970000 0.09090000 8.897733
## 1389 0.39300000 0.42391429 0.3479167 0.21310000 0.09840000 9.486512
## 1393 0.46600000 0.42475000 0.4990000 0.00000000 0.00000000 0.000000
## 1463 0.27747525 0.28560656 0.2650750 0.26730000 0.11880000 9.592118
## 1767 0.26269231 0.21887500 0.3328000 0.23080000 0.00000000 8.265323
## 2587 0.28477143 0.28645000 0.2825333 0.31430000 0.05710000 11.880005
## 2607 0.39237879 0.41325581 0.3533478 0.16670000 0.13640000 6.750017
## 137 0.33279273 0.32670000 0.3401040 0.22384477 0.10110469 8.910123
## 258 0.27425616 0.28642308 0.2614747 0.22055245 0.11766176 8.610931
## 377 0.33965854 0.27707500 0.3992619 0.10842892 0.08434217 4.500000
## 1581 0.38621053 0.49916667 0.1925714 0.05260000 0.05260000 2.250000
## 1640 0.34367742 0.34177778 0.3463077 0.16130000 0.19350000 6.749997
## 2382 0.29034118 0.29552229 0.2820408 0.15910000 0.05300000 6.064174
## 2503 0.29308571 0.30645902 0.2536129 0.26120000 0.08980000 9.818176
## 2622 0.33029167 0.40311538 0.2442273 0.25000000 0.12500000 10.800000
## 69 0.29957006 0.30838372 0.2888944 0.28570984 0.08254540 10.768545
## 136 0.30880556 0.33571074 0.2745368 0.21098991 0.09631972 8.351358
## 1101 0.37466497 0.38031530 0.3481739 0.15700000 0.07220000 6.200000
## 1268 0.30418834 0.26705785 0.3482353 0.17860000 0.09820000 7.058824
## 1279 0.28882022 0.23861702 0.3450000 0.22960000 0.09260000 8.718750
## 1308 0.30167000 0.31302174 0.2920000 0.29000000 0.14000000 11.347826
## 1324 0.16900000 0.16900000 NA 0.00000000 0.00000000 0.000000
## 1330 0.28905696 0.28009554 0.2979057 0.29970000 0.16400000 11.820282
## 2104 0.46320000 0.77066667 0.0020000 0.20000000 0.20000000 9.000000
## 2314 0.18362500 0.17916667 0.1970000 0.37500000 0.08330000 12.149994
## 2381 0.31463107 0.38965517 0.2179333 0.28710000 0.11000000 11.328687
## 55 0.33527255 0.29118216 0.3844855 0.16827099 0.06575609 6.584815
## 1153 0.29050296 0.30057600 0.2618864 0.19650000 0.04620000 7.714279
## 1439 0.58090476 0.69000000 0.3627143 0.04760000 0.09520000 1.928570
## 1617 0.29015498 0.32862893 0.2355357 0.25370000 0.06620000 9.553846
## 1653 0.39677778 0.42250000 0.3453333 0.00000000 0.00000000 0.000000
## 1737 0.29429231 0.27112571 0.3419882 0.21800000 0.06390000 7.714282
## 1926 0.27867368 0.25724038 0.3045930 0.31940000 0.10990000 11.517475
## 2300 0.33317647 0.31010000 0.3661429 0.17650000 0.17650000 9.000000
## 238 0.32101909 0.33021972 0.3110000 0.20087249 0.08737074 7.813255
## 1077 0.29936935 0.30963198 0.2642087 0.24610000 0.09770000 9.529412
## 1159 0.32660000 0.29957143 0.3896667 0.30000000 0.20000000 13.500000
## 1253 0.06500000 0.06500000 NA 0.00000000 0.00000000 0.000000
## 1387 0.30845455 0.28266667 0.3494118 0.20450000 0.09090000 7.363636
## 1450 0.36337500 0.36066667 0.3650000 0.00000000 0.12500000 0.000000
## 1915 0.39286957 0.43806250 0.2895714 0.17390000 0.17390000 9.000000
## 2483 0.48840000 0.58066667 0.3500000 0.20000000 0.20000000 9.000000
## 612 0.35900000 0.37799160 0.3025000 0.17395590 0.11180435 7.285791
## 1229 0.49957143 0.39350000 0.7647500 0.07140000 0.00000000 3.374996
## 1231 0.28950000 0.25738889 0.3376667 0.23330000 0.03330000 7.875000
## 1349 0.33019429 0.34728704 0.3026418 0.19770000 0.10730000 7.875000
## 1553 0.30690840 0.30653552 0.3077722 0.24330000 0.04940000 9.240646
## 1660 0.30308411 0.31353030 0.2862683 0.20560000 0.10280000 8.250000
## 1663 0.27834343 0.27604000 0.2806939 0.27270000 0.10610000 10.195797
## 1959 0.57575000 0.40500000 0.7465000 0.00000000 0.00000000 0.000000
## 6121 0.35900000 0.37799160 0.3025000 0.17395590 0.11180435 7.285791
## 12291 0.49957143 0.39350000 0.7647500 0.07140000 0.00000000 3.374996
## 12311 0.28950000 0.25738889 0.3376667 0.23330000 0.03330000 7.875000
## 13491 0.33019429 0.34728704 0.3026418 0.19770000 0.10730000 7.875000
## 15531 0.30690840 0.30653552 0.3077722 0.24330000 0.04940000 9.240646
## 16601 0.30308411 0.31353030 0.2862683 0.20560000 0.10280000 8.250000
## 16631 0.27834343 0.27604000 0.2806939 0.27270000 0.10610000 10.195797
## 19591 0.57575000 0.40500000 0.7465000 0.00000000 0.00000000 0.000000
## 476 0.30700000 0.29902299 0.3178437 0.22365921 0.11843026 8.495565
## 527 0.35533754 0.36942857 0.3073889 0.21383774 0.10066415 8.848547
## 576 0.38459701 0.38256790 0.3876981 0.20891642 0.14176866 9.186656
## 2047 0.07166667 0.07166667 NA 0.00000000 0.00000000 0.000000
## 2118 0.31180000 0.25286713 0.3838291 0.23660000 0.09540000 8.497457
## 2133 0.29690400 0.28015094 0.3261758 0.27090000 0.14340000 11.127273
## 2134 0.60166667 0.40400000 0.9970000 0.00000000 0.00000000 0.000000
## 2139 0.29664557 0.34520930 0.2386389 0.28750000 0.12500000 11.500000
## 2181 0.36520000 0.52525000 0.2585000 0.30000000 0.15000000 14.727259
## 2190 0.43044776 0.40826667 0.4758182 0.08960000 0.16420000 4.050010
## 2205 0.28477211 0.30142466 0.2683446 0.21190000 0.05300000 7.926602
## 2206 0.35372917 0.31529464 0.4075375 0.23080000 0.09740000 9.418605
## 758 0.28360870 0.25016602 0.3156889 0.29270000 0.08260000 10.772407
## 820 0.32863845 0.32594322 0.3320560 0.17890000 0.09120000 6.833764
## 1535 0.33662857 0.33881967 0.3335909 0.21500000 0.12150000 8.871441
## 1546 0.25918341 0.28592800 0.2270385 0.36170000 0.06810000 13.265889
## 1555 0.29839568 0.26851111 0.3532857 0.28370000 0.14890000 11.250000
## 1618 0.26311765 0.32690000 0.1720000 0.35290000 0.05880000 10.800000
## 1684 0.30504211 0.32636364 0.2818462 0.21130000 0.14430000 8.261188
## 1740 0.31258000 0.32514706 0.2858750 0.19610000 0.09800000 8.181818
## 1746 0.38792857 0.24537500 0.5780000 0.14290000 0.21430000 6.749991
## 2515 0.31408511 0.26303448 0.3963333 0.12500000 0.00000000 4.909091
## 2577 0.25712613 0.27929851 0.2233636 0.37610000 0.09400000 13.655172
## 537 0.37994505 0.39689706 0.3298261 0.14130217 0.08691522 5.771748
## 960 0.31207810 0.31136951 0.3127741 0.27300000 0.10080000 10.881356
## 1068 0.34920354 0.36782979 0.2570526 0.14160000 0.03540000 5.333333
## 12531 0.06500000 0.06500000 NA 0.00000000 0.00000000 0.000000
## 1301 0.31299099 0.31863077 0.3050217 0.18750000 0.06250000 6.914643
## 1487 0.35177778 0.30440741 0.4228333 0.27660000 0.19150000 12.535719
## 1508 0.29376471 0.23738028 0.3771667 0.27500000 0.13330000 11.278495
## 1735 0.27551515 0.21000000 0.3901667 0.18180000 0.09090000 6.230767
## 2294 0.20361538 0.09033333 0.4585000 0.61540000 0.00000000 18.000000
## 805 0.33626087 0.32347059 0.3725000 0.21740000 0.08700000 9.642851
## 1563 0.37712281 0.39376389 0.3485952 0.18970000 0.09480000 7.867555
## 1576 0.18150000 0.23733333 0.0140000 0.25000000 0.25000000 9.000000
## 1578 0.33796970 0.38628571 0.2534167 0.18180000 0.15150000 7.714286
## 1588 0.23900000 0.23900000 NA 0.00000000 0.00000000 0.000000
## 1606 0.22771064 0.25141722 0.1850952 0.31650000 0.07170000 10.657900
## 1644 0.37633333 0.42864286 0.3031000 0.00000000 0.08330000 0.000000
## 1650 0.32583784 0.31143478 0.3495000 0.24320000 0.10810000 9.000000
## 1655 0.47175000 0.49133333 0.4130000 0.00000000 0.00000000 0.000000
## 1679 0.28800000 0.29412381 0.2760926 0.23600000 0.11180000 9.079638
## 1698 0.35727941 0.37618868 0.2904667 0.21740000 0.04350000 7.941176
## 1712 0.50985714 0.28825000 0.8053333 0.00000000 0.28570000 0.000000
## 1722 0.33470130 0.27398276 0.5200526 0.16880000 0.10390000 7.019999
## 1745 0.31494488 0.28209211 0.3639020 0.20610000 0.12980000 8.010998
## 2562 0.40352381 0.40814286 0.3942857 0.17460000 0.19050000 7.815769
## 366 0.35722598 0.35362457 0.3611487 0.19361652 0.07106750 7.935424
## 389 0.25712963 0.27319355 0.2354783 0.29627222 0.09260556 10.181818
## 424 0.26646667 0.25025000 0.2886579 0.25554667 0.02218667 8.872144
## 1627 0.43542857 0.46660000 0.3575000 0.14290000 0.42860000 9.000000
## 1668 0.35468512 0.33004636 0.3816449 0.23470000 0.09860000 9.703125
## 2123 0.03950000 0.07200000 0.0070000 0.00000000 0.00000000 0.000000
## 2146 0.28522695 0.25601714 0.3330000 0.28420000 0.11230000 11.101517
## 21811 0.36520000 0.52525000 0.2585000 0.30000000 0.15000000 14.727259
## 231 0.35696875 0.35769565 0.3551111 0.25000000 0.03123750 9.962742
## 592 0.31111508 0.34307792 0.2608878 0.18355664 0.11325898 7.337212
## 813 0.42425926 0.29350000 0.5288667 0.14810000 0.03700000 8.307698
## 1088 0.33569364 0.35225342 0.2461481 0.15520000 0.09200000 6.075000
## 1449 0.29268142 0.25233083 0.3503871 0.26640000 0.05680000 9.201112
## 1670 0.35116923 0.35192857 0.3502833 0.17620000 0.09960000 6.977532
## 1945 0.31007985 0.29959236 0.3256132 0.19850000 0.08990000 7.994409
## 2306 0.17150000 0.24950000 0.0935000 0.25000000 0.00000000 9.000000
## 2527 0.32082326 0.33688961 0.2802623 0.13510000 0.06310000 5.259744
## 340 0.31859916 0.29948980 0.3498111 0.27424557 0.11812278 10.259379
## 429 0.32951454 0.31272385 0.3488077 0.20934699 0.09130200 7.735958
## 807 0.23471849 0.24080672 0.2286303 0.42680000 0.03350000 14.269438
## 9231 0.31360248 0.30821591 0.3200959 0.22840000 0.08640000 8.919650
## 1867 0.46363636 0.49000000 0.4320000 0.18180000 0.09090000 6.749991
## 1956 0.52846429 0.53005556 0.5256000 0.10710000 0.10710000 6.750000
## 2334 0.17740000 0.18350000 0.1733333 0.00000000 0.00000000 0.000000
## 2450 0.30219340 0.33520000 0.2630619 0.26390000 0.12040000 10.192059
## 372 0.34420062 0.31991176 0.3659327 0.22772077 0.10150231 9.235100
## 412 0.41001980 0.35975385 0.5007778 0.12874455 0.11884752 6.048646
## 775 0.41206061 0.51166667 0.2925333 0.18180000 0.15150000 8.526320
## 1358 0.32550000 0.02300000 0.4263333 0.00000000 0.25000000 0.000000
## 1448 0.42164550 0.39203704 0.4611235 0.16670000 0.13020000 7.322040
## 1899 0.27571429 0.27481818 0.2790000 0.07140000 0.00000000 3.000000
## 1939 0.26587500 0.21877778 0.3264286 0.00000000 0.06250000 0.000000
## 2302 0.23594118 0.20900000 0.2853333 0.22220000 0.05560000 9.818173
## 347 0.30051765 0.30021495 0.3010317 0.20112759 0.10349310 7.439481
## 743 0.28755368 0.25686005 0.3152202 0.24010000 0.05970000 8.795771
## 1374 0.66875000 0.73150000 0.6060000 0.00000000 0.50000000 0.000000
## 1376 0.33940909 0.32683333 0.3545000 0.25000000 0.11360000 11.423073
## 14871 0.35177778 0.30440741 0.4228333 0.27660000 0.19150000 12.535719
## 1509 0.24857143 0.12283333 0.3428750 0.28570000 0.07140000 9.818173
## 1874 0.36040000 0.26900000 0.4213333 0.00000000 0.00000000 0.000000
## 2270 0.43179070 0.43087500 0.4329474 0.13950000 0.13950000 6.230767
## 711 0.27233379 0.26978431 0.2756151 0.33470000 0.05650000 12.060684
## 10421 0.27678723 0.34381481 0.1863000 0.23400000 0.04260000 8.485690
## 1161 0.31487308 0.36068831 0.2483113 0.22260000 0.09430000 8.211336
## 1235 0.31303876 0.31086842 0.3161509 0.26820000 0.11110000 9.895283
## 1300 0.37925000 0.46333333 0.1270000 0.00000000 0.00000000 0.000000
## 1320 0.37712941 0.35752679 0.4149828 0.21640000 0.12280000 9.424537
## 2238 0.34465217 0.39929412 0.1898333 0.13040000 0.00000000 5.400000
## 2569 0.29812167 0.31238012 0.2716196 0.29210000 0.13480000 12.034292
## 395 0.29092628 0.29036723 0.2916593 0.33333333 0.11112222 12.990105
## 1429 0.25891379 0.27242424 0.2410800 0.31030000 0.01720000 11.045429
## 1440 0.09700000 0.13650000 0.0180000 0.33330000 0.00000000 9.000000
## 1443 0.30333735 0.32295139 0.2764381 0.31080000 0.08760000 10.911906
## 1474 0.34813167 0.36262420 0.3297823 0.26600000 0.10990000 10.657900
## 1501 0.35456962 0.31156522 0.4145152 0.17280000 0.08640000 7.269245
## 1502 0.26104286 0.23965934 0.3007551 0.34040000 0.12060000 12.831671
## 1504 0.24975000 0.17480000 0.3032857 0.25000000 0.16670000 9.000000
## 1516 0.30720370 0.34542857 0.2660385 0.23210000 0.07140000 8.775022
## 1922 0.33648000 0.37917647 0.2457500 0.16000000 0.16000000 6.352938
## 222 0.26998400 0.26181208 0.2820396 0.24801772 0.04327362 8.663390
## 4791 0.31962500 0.26854839 0.3676061 0.18748750 0.10941250 8.276786
## 1254 0.31435417 0.28039216 0.3528444 0.28210000 0.09740000 10.683461
## 1343 0.18300000 0.18300000 NA 0.00000000 0.00000000 0.000000
## 1671 0.34045833 0.31331148 0.3877714 0.12500000 0.03130000 4.563374
## 1705 0.25849682 0.26988750 0.2466623 0.28660000 0.07640000 10.296618
## 1719 0.29551613 0.29424779 0.2974795 0.23530000 0.06420000 9.428571
## 1830 0.24979167 0.20881250 0.3317500 0.25000000 0.04170000 10.800000
## 1172 0.29748000 0.24732143 0.3613182 0.18000000 0.08000000 6.750000
## 11951 0.29904167 0.28347134 0.3284940 0.23970000 0.09090000 8.897733
## 1311 0.32110791 0.31088571 0.3314783 0.28780000 0.17990000 11.489374
## 1313 0.30784868 0.32686905 0.2843529 0.19480000 0.09740000 7.570087
## 1353 0.25794222 0.20483654 0.3035868 0.38500000 0.12390000 14.500000
## 1360 0.34179825 0.31277922 0.4021892 0.14530000 0.10260000 6.557152
## 1895 0.36504444 0.35146429 0.3874118 0.15560000 0.18890000 7.411765
## 1983 0.58583333 0.54777778 0.7000000 0.08330000 0.25000000 4.500000
## 2248 0.39247619 0.32323333 0.4848000 0.20560000 0.14020000 9.281265
## 2357 0.28101316 0.30896226 0.2166087 0.21050000 0.07890000 7.322021
## 226 0.32908696 0.28745070 0.3962727 0.19329412 0.05882017 7.768298
## 480 0.32974021 0.35037158 0.2912143 0.25091767 0.06007774 9.282812
## 845 0.33019751 0.33001445 0.3304108 0.22760000 0.08360000 9.187500
## 1552 0.43993103 0.46223529 0.4083333 0.10340000 0.24140000 4.764703
## 1609 0.26527049 0.24665035 0.2916337 0.23480000 0.06480000 8.557377
## 1703 0.33575000 NA 0.3357500 0.00000000 0.00000000 0.000000
## 1728 0.32402353 0.30945652 0.3412051 0.25880000 0.10590000 11.423099
## 2145 0.27875000 0.23783333 0.4015000 0.50000000 0.00000000 18.000000
## 249 0.26059048 0.26830769 0.2500301 0.27131136 0.08515804 9.968130
## 251 0.30838542 0.33755556 0.2708810 0.29085714 0.10710408 11.745910
## 506 0.34356343 0.33643333 0.3626096 0.21431978 0.07505000 8.321701
## 556 0.34228972 0.37532051 0.2534483 0.11112500 0.12960648 4.771643
## 1208 0.28623735 0.28196914 0.2935158 0.23170000 0.08110000 8.756752
## 1283 0.31738000 0.31487500 0.3200082 0.16730000 0.03980000 5.875651
## 1284 0.30725000 0.30599065 0.3087640 0.26400000 0.09140000 10.173913
## 2345 0.33069388 0.33230556 0.3291467 0.20270000 0.10140000 8.265298
## 2565 0.34712727 0.31634286 0.4010000 0.25000000 0.17860000 10.356179
## 317 0.23015152 0.25144706 0.1916383 0.25000000 0.05300909 8.983411
## 335 0.27598742 0.27428302 0.2793962 0.29192609 0.08693416 11.043748
## 663 0.35183105 0.37350588 0.2766327 0.11311855 0.08595339 4.363951
## 1333 0.28178740 0.26931250 0.2944603 0.27340000 0.10940000 10.500000
## 1475 0.23111765 0.19654545 0.2945000 0.17650000 0.00000000 6.750000
## 19961 0.52520000 0.35866667 0.5965714 0.00000000 0.10000000 0.000000
## 2113 0.23259310 0.20468750 0.2669385 0.35620000 0.11640000 12.763625
## 2368 0.28074627 0.25914706 0.3030000 0.19120000 0.05880000 6.622629
## 22 0.31220000 0.35679310 0.2506190 0.31995200 0.07997000 12.076364
## 63 0.26520202 0.28001961 0.2494583 0.29701485 0.08909010 10.535293
## 168 0.31870303 0.28586486 0.3606000 0.22222492 0.08704595 8.557259
## 174 0.25928033 0.27013514 0.2416264 0.30324754 0.07372254 11.165779
## 673 0.33948993 0.37975281 0.2797667 0.22147383 0.11407718 8.277901
## 1177 0.31336641 0.29870482 0.3387188 0.23400000 0.11700000 9.048644
## 1180 0.24193991 0.26038710 0.2209541 0.42550000 0.09790000 15.083791
## 1260 0.47671429 0.48520000 0.4654000 0.14290000 0.05710000 6.136366
## 1744 0.35808861 0.35136538 0.3710370 0.12200000 0.13410000 5.000000
## 1759 0.30404813 0.26335200 0.3860968 0.28340000 0.08020000 10.369565
## 2222 0.30109562 0.31117361 0.2875327 0.21430000 0.10320000 7.923917
## 2362 0.37383333 0.31847619 0.4222708 0.15220000 0.20650000 7.714302
## 2530 0.35126923 0.27618750 0.4714000 0.19230000 0.19230000 9.642851
## 2600 0.26055200 0.27674691 0.2307386 0.26000000 0.08800000 9.696138
## 2641 0.35320513 0.30647143 0.4228085 0.25640000 0.08550000 10.519467
## 7581 0.28360870 0.25016602 0.3156889 0.29270000 0.08260000 10.772407
## 1178 0.30222408 0.27068783 0.3564091 0.20780000 0.13310000 8.429273
## 1287 0.26955474 0.27845122 0.2562909 0.21900000 0.10950000 8.804338
## 1445 0.51716667 0.55600000 0.4977500 0.00000000 0.16670000 0.000000
## 19561 0.52846429 0.53005556 0.5256000 0.10710000 0.10710000 6.750000
## 2229 0.37534483 0.42094643 0.2929677 0.11240000 0.10110000 4.426237
## 2246 0.36654098 0.39462500 0.3355517 0.08200000 0.08200000 3.648659
## 2312 0.32416049 0.29206522 0.3663429 0.12200000 0.08540000 5.094330
## 2412 0.32829480 0.33160417 0.3241688 0.23730000 0.11860000 10.598121
## 173 0.29350825 0.30939378 0.2656364 0.23776710 0.08143257 8.946254
## 315 0.24288994 0.21561600 0.2675054 0.38261136 0.08521117 13.808369
## 376 0.27795270 0.26831579 0.2881250 0.35138243 0.08108784 13.499988
## 1630 0.27300000 0.34600000 0.0540000 0.00000000 0.25000000 0.000000
## 1646 0.34035593 0.28097561 0.4756111 0.22030000 0.10170000 9.750000
## 1683 0.28284211 0.29123841 0.2718174 0.26120000 0.08210000 9.449995
## 1891 0.30197980 0.29777551 0.3061000 0.14850000 0.08910000 5.472965
## 1930 0.40610345 0.38865000 0.4448889 0.17240000 0.06900000 8.437505
## 2007 0.25957252 0.26718243 0.2496930 0.27100000 0.08780000 10.142857
## 2252 0.35466667 0.31463636 0.4064706 0.23080000 0.05130000 9.346150
## 2471 0.35091803 0.33782222 0.3877500 0.22950000 0.14750000 9.692308
## 2511 0.45409302 0.49066667 0.3923750 0.20930000 0.18600000 12.149994
## 152 0.30673427 0.25348864 0.3919273 0.17998667 0.08671000 7.326811
## 307 0.25429151 0.23724432 0.2858737 0.27940882 0.06618235 9.864886
## 414 0.27229528 0.28468456 0.2547143 0.18677121 0.04669377 6.397843
## 1185 0.30517857 0.27271774 0.3454300 0.27190000 0.07460000 9.905331
## 1331 0.32473026 0.30054802 0.3584331 0.21610000 0.10970000 8.185516
## 1351 0.23650000 0.10500000 0.4995000 0.33330000 0.16670000 9.000000
## 1565 0.44400000 0.33200000 0.5240000 0.08330000 0.00000000 4.500000
## 1718 0.47140000 0.58060000 0.3622000 0.00000000 0.00000000 0.000000
## 1808 0.30300000 0.27450000 0.3315000 0.00000000 0.00000000 0.000000
## 2013 0.29595238 0.30454310 0.2767885 0.23960000 0.07400000 8.818545
## 2031 0.35336364 0.32862500 0.4193333 0.00000000 0.09090000 0.000000
## 2090 0.42250000 0.39570370 0.4605789 0.14890000 0.04260000 6.750002
## 598 0.37132941 0.37875124 0.3437037 0.16342218 0.07779922 6.606119
## 1155 0.32460870 0.36500000 0.2322857 0.23910000 0.08700000 9.281221
## 13581 0.32550000 0.02300000 0.4263333 0.00000000 0.25000000 0.000000
## 1533 0.32431933 0.29197260 0.3756522 0.31670000 0.09170000 12.512211
## 2025 0.27603463 0.22594304 0.3844521 0.28760000 0.12020000 10.578947
## 2035 0.31793392 0.29644776 0.3488925 0.25760000 0.05240000 9.654545
## 2307 0.28177679 0.27942963 0.2853371 0.19560000 0.08000000 6.906981
## 2498 0.36165116 0.35879104 0.3717368 0.21840000 0.06900000 8.142857
## 5321 0.36508036 0.32645333 0.4433784 0.16962411 0.15179821 7.704270
## 975 0.29334662 0.30302113 0.2839693 0.25300000 0.05030000 9.103948
## 1040 0.32048718 0.32890625 0.2820000 0.19660000 0.08550000 7.762490
## 1214 0.38164516 0.39294286 0.3670000 0.12900000 0.17740000 5.684195
## 1612 0.37880000 0.30266667 0.4930000 0.10000000 0.00000000 3.857149
## 2006 0.46761111 0.49110000 0.4382500 0.05560000 0.05560000 3.375001
## 2338 0.28283333 0.29028125 0.2743214 0.15000000 0.08330000 5.651176
## 2504 0.33121053 0.37904167 0.2492143 0.25640000 0.10260000 10.384624
## 2536 0.26363636 0.22500000 0.2958333 0.09090000 0.18180000 3.000000
## 279 0.26387324 0.25562963 0.2781410 0.24765794 0.09347103 8.955518
## 351 0.29683333 0.27867105 0.3202288 0.23805495 0.07694505 8.466903
## 1336 0.45375000 0.43271429 0.4832000 0.20830000 0.12500000 10.384623
## 13492 0.33019429 0.34728704 0.3026418 0.19770000 0.10730000 7.875000
## 1356 0.31401045 0.28001163 0.3648609 0.28620000 0.12760000 10.931713
## 1417 0.28948649 0.26623810 0.3200000 0.15790000 0.13160000 7.363640
## 15091 0.24857143 0.12283333 0.3428750 0.28570000 0.07140000 9.818173
## 1542 0.23599222 0.22865942 0.2444958 0.32690000 0.08460000 11.953125
## 2055 0.32887857 0.32076136 0.3426154 0.23400000 0.12770000 8.954778
## 2273 0.31166667 0.31166667 NA 0.00000000 0.00000000 0.000000
## 2499 0.32652427 0.34348031 0.2992658 0.16670000 0.10480000 7.052234
## 2566 0.46305714 0.42504762 0.5200714 0.17140000 0.14290000 7.714286
## 51 0.34893595 0.33944444 0.3609112 0.18733707 0.14462525 7.521180
## 365 0.37428142 0.37170330 0.3768315 0.14442371 0.07358965 5.674449
## 552 0.28297297 0.24964444 0.3145474 0.23784649 0.12434541 9.144382
## 630 0.27689143 0.29841270 0.2215510 0.30766923 0.05986923 11.091160
## 1493 0.39850000 0.29800000 0.7000000 0.25000000 0.50000000 13.500014
## 1506 0.22987273 0.24631293 0.2109922 0.26520000 0.05730000 9.559804
## 1514 0.00000000 0.00000000 NA 1.00000000 0.00000000 27.000028
## 1925 0.32115138 0.30841176 0.3422805 0.18100000 0.12220000 7.105259
## 2349 0.33916514 0.34300000 0.3330476 0.17270000 0.10910000 6.840000
## 2413 0.27700000 0.41466667 0.0705000 0.20000000 0.20000000 9.000000
## 2629 0.32118056 0.36777333 0.2705362 0.19310000 0.06210000 7.714294
## 48 0.28350417 0.25751163 0.3137117 0.31560656 0.11064508 11.856648
## 246 0.25021778 0.25309524 0.2447949 0.27076245 0.06553362 9.776071
## 1428 0.34403030 0.31125000 0.3627619 0.12120000 0.12120000 5.399997
## 14872 0.35177778 0.30440741 0.4228333 0.27660000 0.19150000 12.535719
## 1503 0.34214634 0.23227778 0.4281304 0.19280000 0.14460000 8.150928
## 16981 0.35727941 0.37618868 0.2904667 0.21740000 0.04350000 7.941176
## 1700 0.29981597 0.30626590 0.2901130 0.19800000 0.04440000 7.386799
## 2169 0.71775000 0.21950000 1.2160000 0.00000000 0.25000000 0.000000
## 2178 0.30478041 0.33318519 0.2704403 0.25080000 0.08030000 10.024758
## 2626 0.29786429 0.29320253 0.3039016 0.17610000 0.09150000 6.617647
## 3951 0.29092628 0.29036723 0.2916593 0.33333333 0.11112222 12.990105
## 1270 0.45800000 0.44512500 0.5610000 0.11110000 0.33330000 9.000000
## 1315 0.32645833 0.32100000 0.3300345 0.27080000 0.06250000 10.968715
## 1381 0.24514286 0.39670000 0.1073636 0.38100000 0.09520000 14.400000
## 16531 0.39677778 0.42250000 0.3453333 0.00000000 0.00000000 0.000000
## 1661 0.38672727 0.42659740 0.3169545 0.17210000 0.11480000 6.517241
## 2027 0.31184672 0.31836735 0.3042992 0.27760000 0.11030000 11.262038
## 2128 0.30382456 0.28634641 0.3394800 0.24570000 0.12930000 9.559000
## 1220 0.39374194 0.35887500 0.4309333 0.25000000 0.21880000 12.000000
## 1369 0.36960000 0.45675000 0.0210000 0.00000000 0.00000000 0.000000
## 1392 0.31273988 0.32933010 0.2883286 0.18860000 0.06860000 6.960932
## 1751 0.30954687 0.34697183 0.2629298 0.28130000 0.10160000 10.800000
## 1988 0.30294366 0.30809091 0.2945556 0.22540000 0.12680000 8.639983
## 2153 0.28546154 0.32527642 0.2024576 0.27420000 0.12900000 10.200000
## 2167 0.42995000 0.46341860 0.3452941 0.16670000 0.10000000 7.714290
## 2437 0.35559420 0.35146296 0.3704667 0.07250000 0.08700000 2.699995
## 2454 0.27550943 0.30812903 0.2295455 0.16980000 0.16980000 6.567586
## 2578 0.25866471 0.26308065 0.2467609 0.37210000 0.10470000 13.935495
## 1097 0.29914723 0.28904545 0.3526988 0.26200000 0.07650000 9.364533
## 1209 0.61050000 0.23333333 1.7420000 0.50000000 0.25000000 27.000028
## 1335 0.32495161 0.27545714 0.3891111 0.19050000 0.06350000 7.199985
## 1975 0.27609286 0.25040206 0.3340465 0.30070000 0.10490000 11.610011
## 2187 0.28250917 0.26313178 0.3105955 0.26030000 0.12330000 9.679245
## 2259 0.55246667 0.54330769 0.6120000 0.13330000 0.33330000 10.800044
## 2341 0.38193750 0.34577273 0.4125385 0.24490000 0.14290000 10.124968
## 2453 0.27039834 0.28917391 0.2452427 0.27570000 0.07820000 10.517448
## 2522 0.35554054 0.32474576 0.3904808 0.25000000 0.07140000 9.569632
## 574 0.32401714 0.35765683 0.2086203 0.17181859 0.06199577 6.854019
## 590 0.29698777 0.32513636 0.2537829 0.23400365 0.06082796 8.498753
## 983 0.29719974 0.30580000 0.2885092 0.24550000 0.04680000 8.921313
## 1013 0.31951155 0.32763559 0.2908955 0.20230000 0.06360000 7.626441
## 2076 0.39375000 0.23475000 0.5527500 0.06250000 0.00000000 2.250000
## 2158 0.30100000 0.50400000 0.2333333 0.50000000 0.25000000 18.000000
## 2177 0.35456667 0.29483333 0.4441667 0.15000000 0.11670000 5.926815
## 2324 0.35007265 0.35760584 0.3394330 0.31780000 0.14830000 12.735849
## 182 0.33641313 0.35385333 0.3124128 0.19924674 0.09958199 7.996071
## 212 0.31308915 0.31764516 0.3062330 0.22010425 0.09650039 8.947779
## 333 0.31597708 0.31114231 0.3216909 0.19959044 0.07066965 7.756897
## 609 0.36340855 0.34372848 0.4309470 0.18734514 0.10736337 7.664661
## 1162 0.32582639 0.29390909 0.3759821 0.26210000 0.14480000 10.687500
## 1286 0.26585121 0.23080311 0.3363125 0.26710000 0.09930000 10.028571
## 1426 0.30648855 0.26525000 0.3634727 0.27270000 0.10230000 9.868015
## 1611 0.34037500 0.27802273 0.4027273 0.13330000 0.15560000 6.352941
## 1882 0.28956250 0.29956989 0.2713137 0.27030000 0.10140000 10.285714
## 1958 0.27083832 0.22124731 0.3331622 0.35710000 0.10710000 13.728825
## 2038 0.33239576 0.33167097 0.3332734 0.21880000 0.08330000 8.177889
## 2467 0.31582105 0.35080357 0.2655897 0.22800000 0.06220000 8.136998
## 756 0.46141667 0.29366667 0.6291667 0.00000000 0.16670000 0.000000
## 780 0.31102605 0.31888104 0.3018391 0.25450000 0.05570000 9.653658
## 991 0.33993123 0.31848084 0.3549100 0.18950000 0.06980000 7.496852
## 1305 0.32266045 0.29405161 0.3619027 0.23250000 0.09230000 8.723077
## 1373 0.54557143 0.60380000 0.4000000 0.00000000 0.14290000 0.000000
## 1459 0.35959195 0.36449495 0.3531200 0.22990000 0.07470000 9.230769
## 1594 0.38822222 0.34925000 0.7000000 0.00000000 0.11110000 0.000000
## 1860 0.37215152 0.36300000 0.3862308 0.03030000 0.03030000 1.285714
## 613 0.41038636 0.39028947 0.5376667 0.06819773 0.06819773 2.522727
## 1108 0.25834628 0.25649612 0.2677059 0.25720000 0.05790000 9.270382
## 2279 0.40746667 0.30762500 0.5215714 0.13330000 0.13330000 7.714297
## 2310 0.30833333 0.46250000 0.0000000 0.33330000 0.33330000 13.500014
## 2333 0.31841667 0.29031707 0.3790526 0.22950000 0.09840000 9.692308
## 2348 0.38518367 0.44096923 0.2753030 0.30300000 0.03030000 12.461519
## 2372 0.33295192 0.36966087 0.2875591 0.15890000 0.10280000 6.800000
## 2526 0.44083333 0.38900000 0.7000000 0.00000000 0.16670000 0.000000
## 2574 0.29880769 0.32907143 0.2635000 0.29630000 0.11110000 10.799995
## 111 0.34865079 0.34186250 0.3604565 0.08730000 0.07936429 3.466836
## 1438 0.34123622 0.36623881 0.3133167 0.23620000 0.10240000 9.418594
## 15041 0.24975000 0.17480000 0.3032857 0.25000000 0.16670000 9.000000
## 1811 0.50521429 0.61342857 0.3970000 0.00000000 0.07690000 0.000000
## 2092 0.33473529 0.39431579 0.2592667 0.17650000 0.23530000 8.100008
## 2131 0.42223077 0.43057143 0.4125000 0.00000000 0.15380000 0.000000
## 2410 0.46577778 0.29083333 0.8156667 0.33330000 0.00000000 13.500000
## 2539 0.28663679 0.26219868 0.3471311 0.27520000 0.06880000 10.253164
## 1111 0.34865079 0.34186250 0.3604565 0.08730000 0.07936429 3.466836
## 14381 0.34123622 0.36623881 0.3133167 0.23620000 0.10240000 9.418594
## 15042 0.24975000 0.17480000 0.3032857 0.25000000 0.16670000 9.000000
## 18111 0.50521429 0.61342857 0.3970000 0.00000000 0.07690000 0.000000
## 20921 0.33473529 0.39431579 0.2592667 0.17650000 0.23530000 8.100008
## 21311 0.42223077 0.43057143 0.4125000 0.00000000 0.15380000 0.000000
## 24101 0.46577778 0.29083333 0.8156667 0.33330000 0.00000000 13.500000
## 25391 0.28663679 0.26219868 0.3471311 0.27520000 0.06880000 10.253164
## 529 0.33963043 0.31353125 0.3992857 0.13040217 0.17386957 5.221887
## 638 0.28549664 0.29733333 0.2735000 0.21714474 0.02634211 7.266740
## 951 0.27911881 0.29172131 0.2599000 0.27450000 0.04900000 9.818169
## 1505 0.27574359 0.24683333 0.3220000 0.10260000 0.05130000 3.857144
## 1614 0.33922917 0.32986885 0.3555429 0.12370000 0.09280000 4.835813
## 1927 0.34467925 0.27821311 0.4347778 0.18870000 0.04720000 7.605623
## 2481 0.32421101 0.41114062 0.2005778 0.22730000 0.14550000 10.074610
## 2590 0.28409375 0.25739024 0.3316957 0.31540000 0.08080000 11.412365
## 467 0.27867925 0.32452381 0.2273333 0.23899748 0.03143333 8.263365
## NameASCII KsperOut wFB_per_c wSL_per_c wCT_per_c
## 479 Carson Spiers 0.30654762 1.110039618 1.24979563 -6.23289124
## 532 Wes Benjamin 0.28534332 -2.291972490 -0.33373098 NA
## 1032 Sean Manaea 0.36059548 -0.075606131 -0.43603449 NA
## 1042 Reiver Sanmartin 0.31428481 2.226241430 0.35313401 NA
## 1047 Jake Latz 0.28571409 0.535412205 -4.88400012 NA
## 1964 Ryan Tepera 0.34375020 -3.180048366 -0.62084182 -2.46870241
## 2148 Josh Rojas 0.16666667 -5.285055439 NA NA
## 2154 Rene Pinto 0.00000000 -17.498999380 NA NA
## 2192 Braden Bristo 0.23809524 3.126226303 -2.38570008 1.76697203
## 2241 Juan Then 0.15151515 0.159069151 0.22093666 NA
## 447 Keaton Winn 0.27679604 -0.981628999 2.09738820 NA
## 490 David Price 0.26154741 0.137274663 NA 0.07283572
## 496 Wade LeBlanc 0.19660618 -0.717599883 NA -1.34239684
## 923 Vince Velasquez 0.33035742 -1.208774163 2.14891091 NA
## 1038 Framber Valdez 0.30940516 0.246693461 NA NA
## 1960 Chris Owings 0.00000000 -6.641622384 NA NA
## 1984 Spencer Patton 0.18918971 -0.794894621 -2.25052807 NA
## 1996 Ildemaro Vargas 0.00000000 -3.421067766 NA NA
## 2009 Joey Krehbiel 0.33333333 0.558107495 0.99064079 NA
## 2051 Adam Cimber 0.19354807 -0.293767679 -3.64800007 NA
## 2085 Reed Garrett 0.27118639 -0.217904433 -0.08846155 NA
## 342 Luis Cessa 0.14111111 -3.786213813 -2.39435123 NA
## 362 Zack Littell 0.27539707 0.497849393 -3.56118766 0.93402191
## 896 Xzavion Curry 0.10714289 -4.719855613 3.41654342 NA
## 1195 Hunter Strickland 0.32954565 0.575001749 0.53004222 NA
## 1389 Yoan Lopez 0.35135231 -1.728594625 -3.17420203 NA
## 1393 David Paulino 0.00000000 4.102352403 NA NA
## 1463 Kodi Whitley 0.35526363 0.738565807 4.43476677 NA
## 1767 Cody Stashak 0.30612308 -1.232324312 2.86588392 NA
## 2587 Danny Young 0.44000017 2.909081047 -1.32564505 NA
## 2607 Anthony Kay 0.25000063 0.797959067 -5.11250285 -1.56306874
## 137 Griffin Canning 0.33000454 -1.588493773 -1.00876549 NA
## 258 Jimmy Lambert 0.31892338 0.228561564 0.04406754 NA
## 377 Brett Kennedy 0.16666667 -0.714259716 -1.86623072 NA
## 1581 Christian Bethancourt 0.08333333 -1.989478847 NA NA
## 1640 Lucas Sims 0.24999988 -3.147127195 1.44064665 NA
## 2382 Brett Martin 0.22459905 1.408451820 1.24185402 NA
## 2503 Colin Poche 0.36363617 0.307588072 -0.88024656 NA
## 2622 Josh Walker 0.40000000 -0.779930111 -1.20166110 NA
## 69 Mike Mayers 0.39883500 -0.057363176 1.05721285 -1.10068201
## 136 Brandon Bielak 0.30930957 0.116667579 -3.12997061 2.52966591
## 1101 Patrick Corbin 0.22962963 -0.872431353 -0.74051074 NA
## 1268 Archie Bradley 0.26143791 1.027394443 NA NA
## 1279 Dylan Floro 0.32291667 1.555621271 NA -0.66755816
## 1308 Rowan Wick 0.42028986 0.769841477 -1.31002501 1.57118699
## 1324 Andrew Knapp 0.00000000 5.541750044 NA NA
## 1330 Alex Reyes 0.43778823 0.242256978 2.75551442 NA
## 2104 Josh Lester 0.33333333 -1.671222183 NA NA
## 2314 Anthony Gose 0.44999979 3.796833470 0.38176129 NA
## 2381 Josh Taylor 0.41958101 -1.497041500 2.31620266 NA
## 55 Alec Mills 0.24388204 -0.137413405 0.13345876 NA
## 1153 Joe Smith 0.28571404 -0.439240822 -1.03229972 NA
## 1439 Brandyn Sittinger 0.07142852 -2.391214243 -8.35870802 NA
## 1617 Seth Lugo 0.35384615 0.333453549 -0.92910347 NA
## 1653 Matt Reynolds 0.00000000 -9.481692314 NA NA
## 1737 Domingo Acevedo 0.28571414 -0.652625314 1.24615225 NA
## 1926 Robert Suarez 0.42657314 1.425771567 -4.16079322 0.35701638
## 2300 Victor Mederos 0.33333333 -0.961268151 2.34767005 NA
## 238 Mitch Keller 0.28937980 0.229754162 0.68522363 NA
## 1077 Justin Steele 0.35294118 -0.524734722 1.44283710 NA
## 1159 Pedro Strop 0.50000000 -5.317599984 2.44016143 3.19749991
## 1253 Kevin Pillar 0.00000000 4.358983537 NA NA
## 1387 Domingo Acevedo 0.27272727 -3.273852305 4.42628002 NA
## 1450 Raynel Espinal 0.00000000 -1.437674076 NA NA
## 1915 Frank German 0.33333333 -3.756431053 -5.64099997 NA
## 2483 Jose Castillo 0.33333333 -4.697487503 2.93008741 NA
## 612 Matthew Liberatore 0.26984410 -1.379911377 -1.34124236 NA
## 1229 Ronald Torreyes 0.12499984 -7.530382100 NA NA
## 1231 A.J. Cole 0.29166667 -1.014708355 4.98585171 3.44860906
## 1349 Phillips Valdez 0.29166667 0.201011222 -1.59566667 NA
## 1553 Ryan Brasier 0.34224616 -1.545464493 0.90285582 NA
## 1660 Yunior Marte 0.30555556 0.036852542 -0.80250461 NA
## 1663 Jose Leclerc 0.37762213 -2.353013979 1.88609251 NA
## 1959 Christian Bethancourt 0.00000000 -22.801198960 NA NA
## 6121 Matthew Liberatore 0.26984410 -1.379911377 -1.34124236 NA
## 12291 Ronald Torreyes 0.12499984 -7.530382100 NA NA
## 12311 A.J. Cole 0.29166667 -1.014708355 4.98585171 3.44860906
## 13491 Phillips Valdez 0.29166667 0.201011222 -1.59566667 NA
## 15531 Ryan Brasier 0.34224616 -1.545464493 0.90285582 NA
## 16601 Yunior Marte 0.30555556 0.036852542 -0.80250461 NA
## 16631 Jose Leclerc 0.37762213 -2.353013979 1.88609251 NA
## 19591 Christian Bethancourt 0.00000000 -22.801198960 NA NA
## 476 Carmen Mlodzinski 0.31465055 0.988565237 -0.02134568 1.25648097
## 527 Sam Hentges 0.32772397 -2.494787378 -0.50765504 NA
## 576 Sean Newcomb 0.34024651 -0.236529525 -4.66966159 NA
## 2047 Brandon Dixon 0.00000000 10.766857010 NA NA
## 2118 Enyel De Los Santos 0.31472064 0.860017331 1.78356739 NA
## 2133 Lucas Erceg 0.41212121 0.539017804 -1.04662041 -5.27229236
## 2134 Zach McKinstry 0.00000000 -8.146454529 NA NA
## 2139 Zach Jackson 0.42592593 0.965588233 -1.17696690 NA
## 2181 Daysbel Hernandez 0.54545404 3.283975124 -7.19713943 NA
## 2190 Peter Solomon 0.15000038 -1.420162815 NA -4.82436513
## 2205 Emmanuel Clase 0.29357784 0.736110229 1.50778214 NA
## 2206 Seth Martinez 0.34883721 -0.700142187 0.76798538 NA
## 758 Shohei Ohtani 0.39897803 -0.716804923 2.67199540 0.14038126
## 820 Zach Davies 0.25310238 -0.714092456 -2.82311750 -2.01826436
## 1535 Nick Mears 0.32857190 0.181895166 NA NA
## 1546 Liam Hendriks 0.49132921 0.876822289 0.86662544 NA
## 1555 Huascar Brazoban 0.41666667 -2.308240304 1.72332702 NA
## 1618 Blake Treinen 0.40000000 4.409099817 4.36001044 -0.99384002
## 1684 Corey Knebel 0.30596993 0.837167534 -0.45836667 NA
## 1740 Yoan Lopez 0.30303030 -5.145370826 1.49875537 NA
## 1746 Daniel Duarte 0.24999968 -4.089525044 0.03833636 NA
## 2515 Jake Fishman 0.18181818 1.303902876 -1.82983823 NA
## 2577 Angel Perdomo 0.50574713 0.673821193 1.68664705 NA
## 537 Daniel Castano 0.21376843 -2.778968218 2.28644882 NA
## 960 Dylan Cease 0.40301318 -0.257542611 0.35130554 NA
## 1068 Hyun Jin Ryu 0.19753086 -1.390024243 -5.90927856 -1.03832252
## 12531 Kevin Pillar 0.00000000 4.358983537 NA NA
## 1301 Chris Mazza 0.25609788 1.140229614 1.54023968 -0.60978379
## 1487 Jeremy Beasley 0.46428587 -1.230990887 2.53059183 NA
## 1508 Demarcus Evans 0.41772205 -0.317908499 -0.58838801 -0.11975923
## 1735 Luis F. Ortiz 0.23076915 2.870879297 7.34024975 NA
## 2294 John McMillon 0.66666667 0.260248262 5.43118753 NA
## 805 Stephen Strasburg 0.35714261 -4.142907054 NA NA
## 1563 Ian Kennedy 0.29139091 0.002350028 NA -15.81688854
## 1576 Ehire Adrianza 0.33333333 3.685491780 NA NA
## 1578 Kirby Yates 0.28571429 -2.910724585 20.85379958 NA
## 1588 Randal Grichuk 0.00000000 0.608535018 NA 12.91794926
## 1606 Jason Adam 0.39473704 1.393096392 2.97468848 NA
## 1644 Carson Kelly 0.00000000 -3.880922978 -3.62882987 NA
## 1650 Kyle Barraclough 0.33333333 -1.237565652 2.15442862 3.01122492
## 1655 Kevin Plawecki 0.00000000 6.020350116 NA NA
## 1679 Reyes Moronta 0.33628288 -0.071222252 0.69628275 NA
## 1698 Keynan Middleton 0.29411765 -4.013721278 1.05234102 NA
## 1712 Willians Astudillo 0.00000000 4.080049906 NA NA
## 1722 Jake Reed 0.25999995 0.488472707 -2.76914374 NA
## 1745 Jonathan Hernandez 0.29670363 -0.876574657 2.65382715 NA
## 2562 Daniel Norris 0.28947291 1.266934604 -1.43913903 NA
## 366 Luke Weaver 0.29390458 -1.455878319 -5.59033048 -1.03646720
## 389 Miguel Diaz 0.37710438 1.953431981 4.25672803 NA
## 424 James McArthur 0.32859792 -1.002411514 2.69454370 NA
## 1627 Jackie Bradley Jr. 0.33333333 -1.884376605 NA NA
## 1668 Rowan Wick 0.35937500 -0.229914989 -3.85416968 -4.02524839
## 2123 Seby Zavala 0.00000000 9.444316228 NA NA
## 2146 Jordan Hicks 0.41116731 0.779022610 -0.52538741 NA
## 21811 Daysbel Hernandez 0.54545404 3.283975124 -7.19713943 NA
## 231 Daniel Mengden 0.36899043 -0.317726914 -10.58731184 1.50878446
## 592 Reiver Sanmartin 0.27174857 0.877764080 -1.48578374 NA
## 813 Jerad Eickhoff 0.30769253 -11.336053050 -10.20040512 NA
## 1088 Cole Ragans 0.22500000 -2.963506492 NA -0.12135949
## 1449 Jorge Alcala 0.34078194 0.088664818 2.64150996 NA
## 1670 Andres Machado 0.25842710 -0.254178844 -2.51461801 NA
## 1945 Luis Garcia 0.29608923 -0.308864823 -0.56907451 NA
## 2306 Mitch Moreland 0.33333333 1.621053884 NA NA
## 2527 John King 0.19480532 -0.063295662 -0.83606171 -7.28734840
## 340 Michael Fulmer 0.37997699 -0.622146884 0.21690091 NA
## 429 Javier Assad 0.28651695 1.001879901 0.52952357 0.39253751
## 807 Jacob deGrom 0.52849770 1.353647998 2.07981301 NA
## 9231 Vince Velasquez 0.33035742 -1.208774163 2.14891091 NA
## 1867 Aneurys Zabala 0.24999968 -6.586590680 NA NA
## 1956 Paolo Espino 0.25000000 -12.984694370 -5.18870257 NA
## 2334 Adam Eaton 0.00000000 -0.653937506 3.68363336 NA
## 2450 Joely Rodriguez 0.37748368 0.705278994 -3.14984012 NA
## 372 Jack Flaherty 0.34204075 -0.543319345 -1.01271860 NA
## 412 Adam Oller 0.22402391 -1.340614375 -1.44768037 -5.29959083
## 775 Ryan Feltner 0.31578963 -4.680934078 -1.63385953 -3.61064002
## 1358 Akeem Bostick 0.00000000 7.608000040 22.01620042 NA
## 1448 Bryan Garcia 0.27118666 -1.910852918 -0.25851813 NA
## 1899 Easton McGee 0.11111111 4.330037534 -5.37147396 7.50830025
## 1939 Eduardo Escobar 0.00000000 0.656120479 NA NA
## 2302 Oliver Perez 0.36363602 -0.320436845 1.84105552 NA
## 347 JT Chargois 0.27553634 1.023717971 0.09131872 NA
## 743 Sandy Alcantara 0.32576931 0.749987052 0.99801484 NA
## 1374 Roel Ramirez 0.00000000 -7.932111290 2.16247340 NA
## 1376 Dusten Knight 0.42307677 -3.940027621 -10.70320010 NA
## 14871 Jeremy Beasley 0.46428587 -1.230990887 2.53059183 NA
## 1509 Dauri Moreta 0.36363602 0.960892657 6.51784473 NA
## 1874 Alejo Lopez 0.00000000 -3.111507801 NA NA
## 2270 Devin Sweet 0.23076915 -0.868913289 -1.58661671 NA
## 711 Gerrit Cole 0.44669202 0.853160124 1.57279635 NA
## 10421 Reiver Sanmartin 0.31428481 2.226241430 0.35313401 NA
## 1161 Mark Melancon 0.30412354 -0.674483020 NA 0.90123961
## 1235 Luke Jackson 0.36649196 -0.784515954 1.93000006 NA
## 1300 Daniel Robertson 0.00000000 -0.666790977 NA NA
## 1320 Buck Farmer 0.34905692 -1.370190747 NA NA
## 2238 Brenan Hanifee 0.20000000 -0.065223539 -0.70336470 -1.51391434
## 2569 Aaron Bummer 0.44571453 -0.351199997 1.04257520 -0.82601915
## 395 Trevor Richards 0.48111499 -1.208815071 NA NA
## 1429 Scott Effross 0.40908997 0.481850364 0.62439131 NA
## 1440 Seranthony Dominguez 0.33333333 7.206429839 0.97274249 NA
## 1443 Trevor Richards 0.40414467 2.055756211 1.42797532 NA
## 1474 Trevor Stephan 0.39473704 -0.772479956 -0.39074292 NA
## 1501 J.B. Bukauskas 0.26923129 -3.839992594 -0.15410249 NA
## 1502 Nick Sandlin 0.47524708 0.819625778 0.89673570 NA
## 1504 Eduard Bazardo 0.33333333 0.629094450 -3.61064002 NA
## 1516 Kervin Castro 0.32500082 2.279380004 NA NA
## 1922 Cole Waites 0.23529399 -3.178068383 1.23206454 NA
## 222 Reynaldo Lopez 0.32086630 2.196867210 -0.38751783 NA
## 4791 Carson Spiers 0.30654762 1.110039618 1.24979563 -6.23289124
## 1254 Seth Lugo 0.39568372 0.914711409 -2.43870485 NA
## 1343 Jack Mayfield 0.00000000 11.372400320 NA NA
## 1671 Luis Perdomo 0.16901384 0.975949988 0.81220254 NA
## 1705 Hunter Harvey 0.38135624 1.863615536 -3.08956007 NA
## 1719 Victor Arano 0.34920635 -0.681316654 -0.70999373 NA
## 1830 Jhon Romero 0.40000000 -2.174632647 1.79848152 NA
## 1172 Ryan Brasier 0.25000000 1.477355516 -2.69774502 NA
## 11951 Hunter Strickland 0.32954565 0.575001749 0.53004222 NA
## 1311 Dillon Maples 0.42553237 -0.163222941 1.97650740 NA
## 1313 Andres Machado 0.28037358 -0.264270268 0.42919750 NA
## 1353 Devin Williams 0.53703704 -1.406701406 -1.58900714 NA
## 1360 Stefan Crichton 0.24285749 -1.997209370 -0.18933482 NA
## 1895 Luis Frias 0.27450980 -2.167756708 -5.08741107 NA
## 1983 Jace Peterson 0.16666667 -4.642395363 NA NA
## 2248 Cody Bolton 0.34375054 -1.652811234 -1.30753435 NA
## 2357 Adam Conley 0.27118598 -0.033442124 -2.89668616 NA
## 226 Julian Merryweather 0.28771473 -3.560170932 1.93974325 NA
## 480 Louie Varland 0.34380784 -0.392013258 -2.06681804 0.67121945
## 845 JT Brubaker 0.34027778 -0.906666705 -1.22023945 NA
## 1552 Arodys Vizcaino 0.17647049 -0.693288226 NA NA
## 1609 Yimi Garcia 0.31693989 2.392978793 -4.37522541 0.86976536
## 1703 Jack Mayfield 0.00000000 1.909269278 NA NA
## 1728 James Norwood 0.42307775 -2.063358737 -0.05148857 NA
## 2145 Guillermo Zuniga 0.66666667 0.083749167 2.38722949 NA
## 249 Freddy Peralta 0.36919000 0.672847342 0.30803860 NA
## 251 Tommy Nance 0.43503370 -1.794315894 1.29073078 NA
## 506 Drew Smyly 0.30821113 -0.890827834 NA -0.76664986
## 556 Packy Naughton 0.17672751 -0.124698300 -4.38587205 NA
## 1208 Sergio Romo 0.32432416 0.826201151 0.43397418 NA
## 1283 Richard Rodriguez 0.21761669 1.300986798 0.30039084 NA
## 1284 Robert Stephenson 0.37681159 -0.651841679 0.60543101 NA
## 2345 Alex Claudio 0.30612215 -0.705077447 0.02406088 NA
## 2565 Amir Garrett 0.38356217 -0.241687126 -0.78269811 NA
## 317 Hayden Wesneski 0.33271892 1.391057912 1.44353609 0.65319333
## 335 John Brebbia 0.40902770 1.057170187 -0.42025079 NA
## 663 Josh Fleming 0.16162780 0.379575400 NA NA
## 1333 Kyle McGowin 0.38888889 0.288199992 0.49990704 NA
## 1475 Jhon Romero 0.25000000 -1.739068031 1.01010589 NA
## 19961 Ildemaro Vargas 0.00000000 -3.421067766 NA NA
## 2113 Ryan Helsley 0.47272686 0.860346028 NA 3.12551357
## 2368 Kent Emanuel 0.24528255 1.085746004 -2.19241170 NA
## 22 David Robertson 0.44727273 NA NA 0.01996861
## 63 Corey Knebel 0.39019605 1.669692449 NA NA
## 168 Luis Patino 0.31693551 0.823577441 -0.20373682 NA
## 174 Matt Bush 0.41354738 0.116768478 -2.91254650 NA
## 673 Austin Cox 0.30658891 -0.175667922 0.79344790 NA
## 1177 Jose Cisnero 0.33513496 1.360441744 -1.31396657 NA
## 1180 Craig Kimbrel 0.55865892 0.802798271 NA NA
## 1260 Chris Devenski 0.22727283 -5.654122392 2.12012778 NA
## 1744 Javy Guerra 0.18518519 0.873226148 -4.14238136 NA
## 1759 Drew Smith 0.38405797 0.182211952 -0.29770543 NA
## 2222 Elvis Peguero 0.29347841 1.467526811 0.72880647 NA
## 2362 Tyler Webb 0.28571488 -1.403860938 -1.47051699 NA
## 2530 Damon Jones 0.35714261 2.047045484 -7.30041052 NA
## 2600 Gregory Soto 0.35911621 0.653396920 1.08034478 NA
## 2641 Brent Headrick 0.38960988 -1.484913620 -0.68566489 NA
## 7581 Shohei Ohtani 0.39897803 -0.716804923 2.67199540 0.14038126
## 1178 Steve Cishek 0.31219528 1.321527416 -1.17609050 NA
## 1287 Jharel Cotton 0.32608660 1.089883995 -0.02278773 -13.55881436
## 1445 Jake Rogers 0.00000000 -4.740088126 NA NA
## 19561 Paolo Espino 0.25000000 -12.984694370 -5.18870257 NA
## 2229 Max Castillo 0.16393470 -0.756303442 -1.25881478 NA
## 2246 Eduardo Salazar 0.13513550 -1.088403945 -0.24399342 NA
## 2312 Fernando Abad 0.18867889 -0.652872605 -2.35704709 NA
## 2412 Ben Bowden 0.39252301 -2.222008286 1.13460984 NA
## 173 Drew Rasmussen 0.33134274 1.843889933 0.95979723 NA
## 315 Spencer Strider 0.51142106 1.419288293 1.25321655 NA
## 376 Trevor Megill 0.49999955 0.235685753 NA NA
## 1630 Orlando Arcia 0.00000000 4.484980106 NA NA
## 1646 Tayler Scott 0.36111111 0.474349528 -2.43232631 NA
## 1683 Kyle Finnegan 0.34999981 1.066383550 -1.99431256 NA
## 1891 Mason Thompson 0.20270243 0.640040008 2.32457952 NA
## 1930 Zach McAllister 0.31250019 -5.225628444 2.14073327 -3.19839988
## 2007 Clay Holmes 0.37566138 0.537498580 2.59829484 NA
## 2252 Edgar Navarro 0.34615372 -1.401290330 -1.97277361 NA
## 2471 Paul Fry 0.35897436 0.657237090 -1.57197757 NA
## 2511 Darwinzon Hernandez 0.44999979 -3.314009013 -12.41910610 NA
## 152 Brusdar Graterol 0.27136336 0.163623330 0.87683725 NA
## 307 Penn Murfee 0.36536614 0.570931080 2.26234384 NA
## 414 Brusdar Graterol 0.23695716 3.144394464 -0.29210218 0.70372746
## 1185 Ian Kennedy 0.36686411 1.313170654 NA 3.57995987
## 1331 Lou Trivino 0.30316727 0.298044956 NA 0.26598696
## 1351 Yefry Ramirez 0.33333333 1.751200027 13.72915010 NA
## 1565 Yadier Molina 0.16666667 -2.407010449 NA NA
## 1718 Luis Torrens 0.00000000 -5.301032143 5.51876984 NA
## 1808 Sheldon Neuse 0.00000000 8.564608512 NA NA
## 2013 Chris Stratton 0.32661278 1.916215619 -0.84602025 NA
## 2031 Harold Castro 0.00000000 -3.594862182 NA NA
## 2090 Domingo Acevedo 0.25000009 -5.648904304 -1.54594113 NA
## 598 Zach Logue 0.24467107 -1.972779061 -3.37544412 -0.73925082
## 1155 Darren O'Day 0.34374891 -0.168445368 0.58797501 NA
## 13581 Akeem Bostick 0.00000000 7.608000040 22.01620042 NA
## 1533 Andrew Wantz 0.46341521 -0.654827248 1.75638100 -0.48658944
## 2025 Jose Leclerc 0.39181287 0.588057615 2.94203155 NA
## 2035 Giovanny Gallegos 0.35757576 0.411571095 -0.04637335 NA
## 2307 Tony Watson 0.25581410 0.946596192 2.50030625 NA
## 2498 Kolby Allard 0.30158730 -1.250421401 NA -4.62042418
## 5321 Wes Benjamin 0.28534332 -2.291972490 -0.33373098 NA
## 975 Bailey Ober 0.33718324 0.764714023 -0.70793874 NA
## 1040 Dillon Peters 0.28749964 -0.529838441 NA NA
## 1214 Shelby Miller 0.21052576 -1.342649052 -8.01607707 0.24317869
## 1612 Jake Hager 0.14285735 0.162165000 NA NA
## 2006 Carson Kelly 0.12500003 -6.481692195 NA NA
## 2338 Josh Osich 0.20930282 -0.897112489 NA 1.67336003
## 2504 Andrew Vasquez 0.38461569 1.236948151 0.03074320 NA
## 2536 Nate Fisher 0.11111111 -1.316649963 1.69485877 NA
## 279 Steven Wilson 0.33168584 0.188633836 1.91900526 NA
## 351 Emilio Pagan 0.31358901 1.931806963 2.57741548 NA
## 1336 Jake Newberry 0.38461567 -5.124863711 -3.31053848 NA
## 13492 Phillips Valdez 0.29166667 0.201011222 -1.59566667 NA
## 1356 Ryne Stanek 0.40487826 0.426474145 1.81805558 NA
## 1417 Ryan Meisinger 0.27272739 -1.568781644 -3.75015689 NA
## 15091 Dauri Moreta 0.36363602 0.960892657 6.51784473 NA
## 1542 Kenley Jansen 0.44270833 -1.416110570 -0.88348488 1.85046299
## 2055 Kendall Graveman 0.33165846 0.870972409 -0.73603915 NA
## 2273 Blair Calvo 0.00000000 20.486199860 -4.52011675 NA
## 2499 Kirby Snead 0.26119384 -1.005263251 -1.65344869 NA
## 2566 Anthony Banda 0.28571429 -1.838415802 1.27653498 NA
## 51 John Gant 0.27856223 -0.069552331 0.27611821 0.89675225
## 365 Yonny Chirinos 0.21016479 -0.176238594 -2.67041219 NA
## 552 Lucas Gilbreath 0.33868082 1.088119286 0.02678303 NA
## 630 Matt Strahm 0.41078369 0.799190087 2.16895758 -0.05602437
## 1493 Andres Munoz 0.50000052 2.094466736 -5.95651984 NA
## 1506 Emmanuel Clase 0.35406680 1.442915032 2.65843657 NA
## 1514 Nick Maton 1.00000104 6.908600032 NA NA
## 1925 Hirokazu Sawamura 0.26315773 -0.594951234 1.11475654 NA
## 2349 Sam Selman 0.25333333 0.491587219 -0.28996091 NA
## 2413 Kyle Dohy 0.33333333 0.294632775 NA NA
## 2629 Joe La Sorsa 0.28571461 -1.797718941 1.97222660 NA
## 48 Pierce Johnson 0.43913510 -0.958702064 NA NA
## 246 Scott Effross 0.36207670 -0.603844586 1.97213658 NA
## 1428 Julian Fernandez 0.19999990 -0.674357559 NA NA
## 14872 Jeremy Beasley 0.46428587 -1.230990887 2.53059183 NA
## 1503 Manuel Rodriguez 0.30188622 -1.400860520 NA NA
## 16981 Keynan Middleton 0.29411765 -4.013721278 1.05234102 NA
## 1700 Adam Cimber 0.27358515 0.404857563 -0.26495231 NA
## 2169 Bligh Madris 0.00000000 -5.809054591 NA NA
## 2178 Eli Morgan 0.37128733 -0.590755125 -0.48281080 NA
## 2626 Jose A. Ferrer 0.24509804 0.537291036 -5.89795858 NA
## 3951 Trevor Richards 0.48111499 -1.208815071 NA NA
## 1270 Colten Brewer 0.33333333 NA -5.48544271 -10.85741169
## 1315 Keone Kela 0.40624872 -1.241833303 NA NA
## 1381 Josh James 0.53333333 -2.673074901 2.01389442 NA
## 16531 Matt Reynolds 0.00000000 -9.481692314 NA NA
## 1661 J.B. Wendelken 0.24137931 -0.539102035 -1.12229087 NA
## 2027 Carlos Estevez 0.41711251 0.622990723 -0.08999115 NA
## 2128 Jacob Webb 0.35403704 1.323266665 -0.16927799 NA
## 1220 Jake Petricka 0.44444444 -3.277097146 3.54751349 NA
## 1369 Jordan Luplow 0.00000000 -5.993944407 NA NA
## 1392 Edgar Santana 0.25781231 -0.327585863 1.31876636 NA
## 1751 Tanner Rainey 0.40000000 -0.250913077 0.68004027 NA
## 1988 Michael Kelly 0.31999935 -1.860634147 1.87624833 3.69760010
## 2153 Bryan Baker 0.37777778 -0.102953138 2.05837957 NA
## 2167 Rico Garcia 0.28571444 -3.444299404 NA NA
## 2437 Tommy Milone 0.09999980 0.466592997 4.40574454 NA
## 2454 Danny Coulombe 0.24324391 1.770620648 1.10035781 NA
## 2578 Jose Alvarado 0.51612943 1.361738542 0.57723203 NA
## 1097 Clayton Kershaw 0.34683455 0.229337317 1.94671974 NA
## 1209 Chaz Roe 1.00000104 -1.034054567 -6.04423334 NA
## 1335 Jimmie Sherfy 0.26666612 1.150401691 -0.08438612 NA
## 1975 Luke Jackson 0.43000041 0.479394446 1.68562130 NA
## 2187 Steven Wilson 0.35849057 0.211060117 1.59644047 -16.33017510
## 2259 Kyle Leahy 0.40000161 -7.849856785 -8.38496332 NA
## 2341 Alberto Baldonado 0.37499882 -0.186845385 -0.81674328 NA
## 2453 Andrew Chafin 0.38953510 -0.189752062 1.06977702 NA
## 2522 Nick Vespi 0.35443083 -0.233063511 -1.32769939 NA
## 574 Ryan Yarbrough 0.25385254 -0.842807329 -0.72036349 -1.83823877
## 590 Keegan Akin 0.31476862 1.151804411 1.02600739 NA
## 983 Logan Gilbert 0.33041899 -0.081601954 1.76578037 NA
## 1013 Madison Bumgarner 0.28246079 -0.007270334 0.18713846 NA
## 2076 Isiah Kiner-Falefa 0.08333333 1.458433329 NA NA
## 2158 Ryder Ryan 0.66666667 -3.225166599 10.45747144 NA
## 2177 Chad Smith 0.21951165 -0.908855079 -1.06974759 NA
## 2324 Rex Brothers 0.47169811 -0.829784440 1.19776157 NA
## 182 Bryan Shaw 0.29615077 0.171762491 -2.77250105 0.17363354
## 212 Duane Underwood Jr. 0.33139921 0.615692934 NA 0.32608574
## 333 Adrian Houser 0.28729246 0.241789826 -0.72202892 NA
## 609 Kris Bubic 0.28387635 -1.865294757 NA NA
## 1162 Tyler Chatwood 0.39583333 -0.612798735 NA 1.72571016
## 1286 Clay Holmes 0.37142857 1.361041358 1.45684188 NA
## 1426 Josh Staumont 0.36548204 1.518910557 NA NA
## 1611 Domingo Tapia 0.23529412 -2.348584706 2.28423221 NA
## 1882 Peter Strzelecki 0.38095238 0.621285720 0.12490497 NA
## 1958 Joe Kelly 0.50847501 -0.232006056 1.44584815 NA
## 2038 Kyle Finnegan 0.30288477 0.151863055 -4.53149143 NA
## 2467 Tim Mayza 0.30137028 1.358579484 -4.05908645 NA
## 756 Connor Seabold 0.00000000 -2.818548238 10.60009996 NA
## 780 Logan Gilbert 0.35754290 1.341185975 -1.93175594 NA
## 991 Brady Singer 0.27766120 -1.308821343 -0.01296637 NA
## 1305 Jose Ruiz 0.32307692 1.159581875 -6.90733353 NA
## 1373 Luis Guillorme 0.00000000 -8.066125214 NA NA
## 1459 Matt Foster 0.34188034 0.638475264 0.83467898 -10.21754146
## 1594 Andrelton Simmons 0.00000000 -10.143480300 NA NA
## 1860 Kody Clemens 0.04761905 -1.525772702 NA NA
## 613 Angel Zerpa 0.09343434 0.334604145 -0.17929077 NA
## 1108 Max Fried 0.34334748 0.293425266 0.32805873 NA
## 2279 Cole Waites 0.28571470 -1.094913350 -11.06930017 NA
## 2310 Anthony Rizzo 0.50000052 0.420616364 NA NA
## 2333 Grant Dayton 0.35897436 -2.190460164 NA NA
## 2348 Hoby Milner 0.46153774 -2.325945634 -0.60042625 NA
## 2372 Sam Clay 0.25185185 -0.834857411 0.73828059 NA
## 2526 Brendon Little 0.00000000 -12.268733180 -3.16769992 NA
## 2574 Matt Gage 0.39999981 -2.526953771 1.41898425 5.94811440
## 111 Thomas Eshelman 0.12840133 -1.719227260 -1.29606414 NA
## 1438 Tommy Nance 0.34883680 0.190344885 3.00648991 NA
## 15041 Eduard Bazardo 0.33333333 0.629094450 -3.61064002 NA
## 1811 Mike Brosseau 0.00000000 0.104172045 NA NA
## 2092 Sam Coonrod 0.30000031 -0.911656893 0.09349191 2.51480965
## 2131 Nicky Lopez 0.00000000 -3.696404752 NA NA
## 2410 Dylan Lee 0.50000000 -9.843582908 -1.19533332 NA
## 2539 Matt Moore 0.37974681 0.143915835 NA NA
## 1111 Thomas Eshelman 0.12840133 -1.719227260 -1.29606414 NA
## 14381 Tommy Nance 0.34883680 0.190344885 3.00648991 NA
## 15042 Eduard Bazardo 0.33333333 0.629094450 -3.61064002 NA
## 18111 Mike Brosseau 0.00000000 0.104172045 NA NA
## 20921 Sam Coonrod 0.30000031 -0.911656893 0.09349191 2.51480965
## 21311 Nicky Lopez 0.00000000 -3.696404752 NA NA
## 24101 Dylan Lee 0.50000000 -9.843582908 -1.19533332 NA
## 25391 Matt Moore 0.37974681 0.143915835 NA NA
## 529 Travis Bergen 0.19340323 0.109169587 NA NA
## 638 Ryan Borucki 0.26913852 0.595845718 2.92880817 1.49413545
## 951 Tyler Mahle 0.36363589 1.008490794 -0.02275207 12.65788873
## 1505 Oliver Ortega 0.14285719 -1.630935112 NA NA
## 1614 Jacob Barnes 0.17910418 -0.651057245 1.30962287 -0.88096536
## 1927 Tommy Hunter 0.28168974 2.009703531 NA -2.90253909
## 2481 Eric Stout 0.37313371 -1.728742669 -0.73384318 NA
## 2590 A.J. Minter 0.42268018 0.909634741 0.57691523 NA
## 467 Ryan Pepiot 0.30605055 1.853744833 1.25215153 NA
## wCB_per_c wCH_per_c wSF_per_c wKN_per_c FA_pct_sc
## 479 NA -6.104740891 NA NA 0.27630312
## 532 -4.50272476 -2.145362313 NA NA 0.43439196
## 1032 NA 1.272607478 NA NA NA
## 1042 NA -0.254745460 NA NA 0.28180000
## 1047 -3.78677276 -3.661850095 NA NA 0.48810000
## 1964 NA NA -5.18659216 NA 0.31740000
## 2148 NA NA NA NA 0.44440000
## 2154 NA NA NA NA 0.61540000
## 2192 NA 1.269311334 NA NA NA
## 2241 NA -6.824405129 NA NA 0.10180000
## 447 NA NA 1.07925707 NA 0.26422267
## 490 0.70544052 -2.204197237 NA NA 0.17956074
## 496 0.58273912 -0.554991881 NA NA 0.14968552
## 923 NA -1.777303822 NA NA 0.41540000
## 1038 1.31309003 -0.357694451 NA NA 0.05170000
## 1960 NA NA NA NA NA
## 1984 NA 0.253847498 NA NA 0.53660000
## 1996 NA NA NA NA 0.21430000
## 2009 NA 5.717866619 NA NA 0.50000000
## 2051 NA NA NA NA 0.41400000
## 2085 8.11351107 NA -4.25822806 NA 0.31990000
## 342 NA -1.550820410 NA NA 0.23538182
## 362 NA NA -1.59318638 NA 0.31253404
## 896 -5.29105018 5.414249897 NA NA 0.58790000
## 1195 NA NA 0.52754159 NA 0.51270000
## 1389 NA NA NA NA 0.51630000
## 1393 -17.73672754 NA NA NA 0.65630000
## 1463 NA 1.916061882 NA NA 0.56860000
## 1767 NA 4.308824986 NA NA 0.48900000
## 2587 NA NA NA NA NA
## 2607 NA 0.002533197 NA NA 0.54550000
## 137 -2.23611624 0.670749085 NA NA 0.40909278
## 258 -1.43535412 0.136966347 NA NA 0.44578088
## 377 NA -1.642790556 NA NA 0.51631446
## 1581 NA NA NA NA 0.51920000
## 1640 3.54772146 NA NA NA 0.42640000
## 2382 -2.70203094 NA NA NA 0.24070000
## 2503 NA NA NA NA 0.77490000
## 2622 NA -4.518349841 NA NA 0.65300000
## 69 NA 16.434755452 NA NA 0.38087587
## 136 1.78070133 2.826241326 NA NA 0.40078624
## 1101 NA -2.057117702 NA NA 0.17080000
## 1268 -3.79304886 -1.715372145 NA NA 0.46800000
## 1279 NA 0.412953682 NA NA 0.30480000
## 1308 2.08818181 NA NA NA 0.62250000
## 1324 NA NA NA NA NA
## 1330 -3.59929516 -0.586670795 NA NA 0.30660000
## 2104 NA NA NA NA NA
## 2314 NA NA NA NA 0.73040000
## 2381 2.40146756 NA NA NA 0.36920000
## 55 -1.56063907 -0.614299002 NA NA 0.17170058
## 1153 NA 4.048935856 NA NA 0.23580000
## 1439 NA NA NA NA 0.70000000
## 1617 0.64068666 1.160344481 NA NA 0.28920000
## 1653 -2.73158997 -49.392798540 NA 3.190533 0.95240000
## 1737 NA 2.977207115 NA NA 0.42090000
## 1926 -0.97777223 1.010642875 NA NA 0.43570000
## 2300 -8.63166650 NA NA NA 0.09090000
## 238 -1.38570095 -2.259665876 NA NA 0.33158690
## 1077 0.50105786 1.632148792 NA NA 0.56840000
## 1159 NA NA NA NA 0.20000000
## 1253 NA NA NA NA NA
## 1387 NA 0.464522218 NA NA 0.50570000
## 1450 NA NA 1.51936660 NA 0.69440000
## 1915 NA NA -1.81441493 NA 0.69050000
## 2483 NA NA NA NA 0.50000000
## 612 -1.15700560 -1.687925985 NA NA 0.34425839
## 1229 NA NA NA NA 1.00000000
## 1231 -2.90020773 1.061147545 NA NA 0.42110000
## 1349 NA -0.174016665 NA NA 0.00580000
## 1553 NA -1.227200031 NA NA 0.44370000
## 1660 NA NA NA NA 0.25930000
## 1663 8.53076676 1.802529013 2.62125476 NA 0.36430000
## 1959 NA NA NA NA 0.40000000
## 6121 -1.15700560 -1.687925985 NA NA 0.34425839
## 12291 NA NA NA NA 1.00000000
## 12311 -2.90020773 1.061147545 NA NA 0.42110000
## 13491 NA -0.174016665 NA NA 0.00580000
## 15531 NA -1.227200031 NA NA 0.44370000
## 16601 NA NA NA NA 0.25930000
## 16631 8.53076676 1.802529013 2.62125476 NA 0.36430000
## 19591 NA NA NA NA 0.40000000
## 476 NA -0.417351480 NA NA 0.49632895
## 527 1.16939677 NA NA NA 0.41397736
## 576 -3.04652075 9.248673430 NA NA 0.55123657
## 2047 NA NA NA NA 1.00000000
## 2118 NA -2.495425559 NA NA 0.60420000
## 2133 NA 0.656729604 NA NA 0.27350000
## 2134 NA NA NA NA 1.00000000
## 2139 NA NA NA NA 0.58600000
## 2181 NA NA NA NA 0.48190000
## 2190 -1.07325298 -12.283200030 NA NA 0.54660000
## 2205 NA NA NA NA 0.00450000
## 2206 NA -2.057715354 NA NA 0.39920000
## 758 -2.94268491 NA 3.55452054 NA 0.44150000
## 820 -1.55743289 1.104876626 NA NA NA
## 1535 -2.00159255 NA NA NA 0.64300000
## 1546 -1.41000001 NA NA NA 0.60550000
## 1555 NA -0.195915624 NA NA 0.23300000
## 1618 NA NA NA NA 0.11590000
## 1684 -1.50574534 NA NA NA 0.70000000
## 1740 NA NA -0.35951417 NA 0.45690000
## 1746 -1.87994999 -5.734809861 NA NA 0.51950000
## 2515 NA NA NA NA NA
## 2577 NA -2.269173545 NA NA 0.61710000
## 537 NA -1.540411042 NA NA 0.42533696
## 960 -1.85454956 0.958998998 NA NA 0.43160000
## 1068 0.11976241 0.275121517 NA NA 0.41770000
## 12531 NA NA NA NA NA
## 1301 NA -1.727800071 NA NA 0.04600000
## 1487 -4.30776998 NA -6.60240521 NA 0.55560000
## 1508 NA NA NA NA 0.60340000
## 1735 -7.48805851 0.167989995 NA NA 0.27120000
## 2294 NA NA NA NA 0.38180000
## 805 -2.99103179 -3.080866734 NA NA 0.27710000
## 1563 -5.82206011 -11.741014040 -5.74653481 NA 0.81300000
## 1576 NA NA NA NA 1.00000000
## 1578 NA NA -1.38470744 NA 0.50360000
## 1588 6.15350008 NA NA NA NA
## 1606 NA 2.237300275 NA NA 0.32060000
## 1644 NA -22.212900220 NA NA 0.98530000
## 1650 NA NA NA NA 0.48200000
## 1655 -2.12013995 NA NA -49.252301 1.00000000
## 1679 NA 0.299941965 NA NA 0.53350000
## 1698 NA 3.939560855 NA NA 0.50420000
## 1712 NA NA NA 7.422845 0.26090000
## 1722 NA -3.845285518 NA NA 0.06840000
## 1745 NA -0.978571460 NA NA 0.01170000
## 2562 NA -4.152263728 NA NA 0.41470000
## 366 -0.34069629 -2.047443241 NA NA 0.43403215
## 389 NA 1.175908532 NA NA 0.21291111
## 424 1.50374391 NA NA NA NA
## 1627 NA NA NA NA 0.90000000
## 1668 -1.02385948 NA -3.62882987 NA 0.55730000
## 2123 NA NA NA NA 1.00000000
## 2146 NA NA 2.32148882 NA 0.10680000
## 21811 NA NA NA NA 0.48190000
## 231 -5.53675668 -1.999992416 NA NA 0.29348125
## 592 NA -3.371880123 NA NA 0.19039023
## 813 1.61429495 -7.671099901 NA NA 0.22890000
## 1088 -0.60570227 2.805642218 NA NA 0.44480000
## 1449 NA 0.866602975 NA NA 0.36590000
## 1670 NA 1.666303296 NA NA 0.30500000
## 1945 NA NA 2.27648776 NA 0.13560000
## 2306 7.10494965 -1.100280043 NA NA 0.76470000
## 2527 NA 1.474718919 NA NA NA
## 340 1.56206586 NA NA NA 0.28594177
## 429 -4.01546185 -3.308725611 NA NA 0.19176281
## 807 4.38168744 -0.452827285 NA NA 0.47450000
## 9231 NA -1.777303822 NA NA 0.41540000
## 1867 13.76279990 4.464706580 NA NA 0.51160000
## 1956 4.40558344 -9.286949784 NA NA 0.35640000
## 2334 -3.94066498 NA NA NA 0.66670000
## 2450 NA 1.066613490 NA NA 0.07840000
## 372 0.17748014 NA NA NA 0.41614846
## 412 NA -14.040095585 NA NA 0.45039505
## 775 -3.28383322 4.792218317 NA NA 0.53520000
## 1358 -2.87643001 NA -1.62528572 NA 0.35710000
## 1448 NA -3.933607615 NA NA 0.01500000
## 1899 -6.27999976 -1.798530047 NA NA 0.02170000
## 1939 NA NA NA NA 0.36360000
## 2302 NA NA NA NA 0.21430000
## 347 NA NA NA NA 0.07857586
## 743 -3.62619989 0.421818318 NA NA 0.21580000
## 1374 -6.57922029 NA -6.57922029 NA 0.64290000
## 1376 -4.00707862 2.727596798 NA NA 0.36020000
## 14871 -4.30776998 NA -6.60240521 NA 0.55560000
## 1509 NA -4.413214326 NA NA 0.68420000
## 1874 NA NA NA NA 0.26920000
## 2270 NA -6.643324509 NA NA 0.50000000
## 711 -0.50006655 1.399551038 NA NA 0.47120000
## 10421 NA -0.254745460 NA NA 0.28180000
## 1161 2.02397249 0.968580041 NA NA 0.02850000
## 1235 1.45696268 NA NA NA 0.35640000
## 1300 NA NA NA NA 1.00000000
## 1320 -0.56650000 -1.189768827 NA NA 0.47660000
## 2238 NA -5.951470487 NA NA NA
## 2569 NA -8.533419967 NA NA 0.05550000
## 395 NA 0.965539585 NA NA 0.43411111
## 1429 NA -2.973431891 NA NA 0.19820000
## 1440 NA NA NA NA 0.57140000
## 1443 NA -0.978677388 NA NA 0.56630000
## 1474 NA -0.863969387 NA NA 0.59740000
## 1501 NA -4.157225932 NA NA 0.47200000
## 1502 NA NA -0.31554306 NA 0.13980000
## 1504 2.83685453 NA NA NA 0.36540000
## 1516 -1.17022161 NA NA NA 0.74130000
## 1922 NA NA NA NA 0.70190000
## 222 0.13651113 2.424392470 NA NA 0.54994213
## 4791 NA -6.104740891 NA NA 0.27630312
## 1254 1.87599040 -11.862773250 NA NA 0.29180000
## 1343 NA NA NA NA NA
## 1671 NA -2.452891288 NA NA NA
## 1705 -5.23431843 NA -0.74661820 NA 0.77000000
## 1719 NA NA NA NA 0.09730000
## 1830 NA -4.498400007 NA NA 0.54440000
## 1172 -10.25190895 NA NA NA 0.68530000
## 11951 NA NA 0.52754159 NA 0.51270000
## 1311 -0.84557857 NA NA NA 0.33100000
## 1313 NA 0.373865073 NA NA 0.55660000
## 1353 NA 1.940252352 NA NA 0.33530000
## 1360 NA -3.813830706 NA NA 0.00740000
## 1895 -1.34071023 1.528594395 NA NA 0.62360000
## 1983 NA NA NA NA 0.02330000
## 2248 NA -2.262680054 NA NA 0.54730000
## 2357 NA 4.654294182 NA NA 0.54050000
## 226 NA 1.869094116 NA NA 0.51575042
## 480 NA -1.275924937 NA NA 0.42687597
## 845 0.98614399 -3.010495832 NA NA 0.06050000
## 1552 1.40707784 -72.408497330 NA NA 0.56520000
## 1609 NA -5.620908110 NA NA 0.44370000
## 1703 NA NA NA NA 0.30770000
## 1728 NA NA -0.28595099 NA 0.48650000
## 2145 NA -3.282345086 NA NA 0.55810000
## 249 2.05851530 1.563935289 NA NA 0.54939306
## 251 0.16826999 NA NA NA 0.12927755
## 506 -0.15456107 NA NA NA 0.46423901
## 556 NA -0.761213930 NA NA 0.33188333
## 1208 NA -2.750491259 NA NA 0.02110000
## 1283 NA NA NA NA 0.86120000
## 1284 1.03532595 -1.645731678 NA NA 0.49410000
## 2345 NA -2.770826386 NA NA 0.14140000
## 2565 NA NA NA NA 0.20590000
## 317 NA -0.671694989 NA NA 0.26135000
## 335 NA NA NA NA 0.45759752
## 663 -0.47508807 -1.735390200 NA NA 0.04829638
## 1333 NA NA NA NA 0.10830000
## 1475 NA 0.561271811 NA NA 0.64100000
## 19961 NA NA NA NA 0.21430000
## 2113 -0.80087727 NA NA NA 0.56180000
## 2368 NA 4.375173735 NA NA NA
## 22 0.49796906 NA NA NA NA
## 63 1.66929219 NA NA NA 0.58017327
## 168 -3.17775620 -4.321800560 NA NA 0.60595075
## 174 2.37981545 NA NA NA 0.48795615
## 673 1.13772096 -0.297666473 NA NA 0.48733893
## 1177 NA -3.092437424 NA NA 0.40540000
## 1180 2.76163912 NA NA NA 0.59330000
## 1260 2.18422506 -0.536111423 NA NA 0.33790000
## 1744 NA NA NA NA 0.15450000
## 1759 1.24541795 3.672116302 NA NA 0.52440000
## 2222 NA NA NA NA NA
## 2362 NA -4.531410949 NA NA 0.38780000
## 2530 NA NA NA NA 0.62860000
## 2600 NA 1.276534982 NA NA 0.17490000
## 2641 NA -3.897500038 NA NA 0.56160000
## 7581 -2.94268491 NA 3.55452054 NA 0.44150000
## 1178 NA -29.015433790 NA NA 0.16760000
## 1287 -2.29088889 0.756750020 NA NA 0.46210000
## 1445 NA NA NA NA NA
## 19561 4.40558344 -9.286949784 NA NA 0.35640000
## 2229 NA 1.489370726 NA NA 0.42400000
## 2246 NA -7.812641561 NA NA 0.12550000
## 2312 -1.78824679 0.636243758 NA NA 0.06020000
## 2412 NA -1.038807964 NA NA 0.70920000
## 173 -0.39069624 -8.761911164 NA NA 0.64871303
## 315 NA -0.015882971 NA NA 0.66990814
## 376 0.18435501 NA NA NA 0.72101284
## 1630 NA NA NA NA 0.20000000
## 1646 NA -1.644114964 NA NA 0.14120000
## 1683 NA NA -0.29295683 NA NA
## 1891 NA 1.757781953 NA NA 0.01640000
## 1930 NA NA 2.17581110 NA NA
## 2007 NA NA NA NA 0.00290000
## 2252 NA -3.465899825 NA NA NA
## 2471 NA NA NA NA 0.33190000
## 2511 2.36784592 NA NA NA 0.60990000
## 152 NA NA NA NA 0.02047667
## 307 NA NA NA NA 0.41062647
## 414 NA NA NA NA 0.10223268
## 1185 -4.29301741 -5.269226020 NA NA 0.82540000
## 1331 0.93339258 3.053616498 NA NA 0.25320000
## 1351 -2.56450996 9.648716450 NA NA 0.39130000
## 1565 -15.18409479 NA NA NA 0.45000000
## 1718 NA NA 11.38629988 -3.609440 0.97060000
## 1808 NA NA NA 2.867220 0.24240000
## 2013 -1.38432161 0.471603049 NA NA 0.54610000
## 2031 NA NA NA NA 0.24140000
## 2090 NA -1.328941215 NA NA 0.40000000
## 598 NA 0.386186412 NA NA 0.49230700
## 1155 NA NA NA NA 0.44970000
## 13581 -2.87643001 NA -1.62528572 NA 0.35710000
## 1533 NA -0.738324346 NA NA 0.45550000
## 2025 NA 0.240912300 1.53561897 NA 0.34760000
## 2035 NA -7.010419138 NA NA 0.50230000
## 2307 NA 2.141111096 NA NA 0.25170000
## 2498 -1.69169381 -1.037318953 NA NA 0.53180000
## 5321 -4.50272476 -2.145362313 NA NA 0.43439196
## 975 1.34378064 1.119762257 NA NA 0.45680000
## 1040 1.13115418 -0.347459862 NA NA 0.34990000
## 1214 NA NA NA NA 0.63370000
## 1612 NA NA NA NA 1.00000000
## 2006 NA NA NA NA 1.00000000
## 2338 -13.88953832 -4.319409078 NA NA 0.03460000
## 2504 NA NA NA NA NA
## 2536 0.16961100 12.647428680 NA NA 0.48000000
## 279 NA -3.104272519 NA NA 0.52221402
## 351 NA NA -1.84910783 NA 0.54983846
## 1336 NA -2.022117563 NA NA 0.45000000
## 13492 NA -0.174016665 NA NA 0.00580000
## 1356 NA NA 1.25602362 NA 0.59690000
## 1417 NA -2.183636346 NA NA 0.37160000
## 15091 NA -4.413214326 NA NA 0.68420000
## 1542 NA NA NA NA NA
## 2055 -2.61639491 1.264650456 NA NA 0.22490000
## 2273 NA NA NA NA NA
## 2499 NA -1.830327294 NA NA 0.13850000
## 2566 -1.35168232 0.035563000 NA NA 0.60630000
## 51 -0.80050992 -0.892853479 NA NA 0.11814664
## 365 NA NA 0.06728324 NA 0.01791907
## 552 NA NA -3.16509616 NA 0.63038649
## 630 NA NA NA NA 0.45070000
## 1493 NA NA NA NA 0.70590000
## 1506 NA NA NA NA 0.00950000
## 1514 NA NA NA NA NA
## 1925 NA NA 0.40534186 NA 0.48630000
## 2349 NA NA NA NA 0.55260000
## 2413 NA 1.541959960 NA NA 0.25000000
## 2629 NA 0.566377152 NA NA NA
## 48 1.56564074 NA NA NA NA
## 246 NA NA NA NA 0.10630131
## 1428 NA -12.315277260 NA NA 0.84620000
## 14872 -4.30776998 NA -6.60240521 NA 0.55560000
## 1503 0.49354234 NA NA NA 0.29330000
## 16981 NA 3.939560855 NA NA 0.50420000
## 1700 NA NA NA NA 0.34960000
## 2169 NA NA NA NA 0.81820000
## 2178 NA 0.017362624 NA NA 0.40420000
## 2626 NA -0.107868419 NA NA 0.71940000
## 3951 NA 0.965539585 NA NA 0.43411111
## 1270 -1.44189497 NA NA NA NA
## 1315 -0.07183479 19.736899440 NA NA 0.53230000
## 1381 NA 5.581299825 NA NA 0.57970000
## 16531 -2.73158997 -49.392798540 NA 3.190533 0.95240000
## 1661 0.44971000 2.703582184 NA NA 0.46720000
## 2027 NA -4.249767981 NA NA 0.66810000
## 2128 NA -0.381378463 NA NA 0.48660000
## 1220 NA -0.093775832 NA NA NA
## 1369 NA NA NA NA NA
## 1392 NA NA NA NA 0.00980000
## 1751 NA 3.071959913 NA NA 0.70440000
## 1988 NA NA NA NA 0.24260000
## 2153 -78.85490060 0.388113271 NA NA 0.56760000
## 2167 -1.96020907 -2.523634303 NA NA 0.55430000
## 2437 -3.68275004 -2.127391359 NA NA 0.42020000
## 2454 2.02537056 -1.051195529 NA NA 0.31560000
## 2578 NA NA NA NA NA
## 1097 0.11322479 NA -1.34318754 NA 0.36920000
## 1209 NA NA NA NA NA
## 1335 NA -3.243530169 NA NA 0.35220000
## 1975 -15.96507175 NA NA NA 0.27480000
## 2187 NA -6.222000122 NA NA 0.36350000
## 2259 5.40189991 NA NA NA 0.48280000
## 2341 NA -4.826627536 NA NA 0.60470000
## 2453 NA -2.731593450 NA NA 0.28480000
## 2522 -0.34035972 NA NA NA 0.47760000
## 574 NA -0.925339266 NA NA NA
## 590 NA -1.992811831 NA NA 0.51977234
## 983 0.06504311 NA 0.20428729 NA 0.41890000
## 1013 -0.24067403 -1.624750031 NA NA 0.32740000
## 2076 NA NA NA NA 0.96080000
## 2158 NA NA NA NA 0.15380000
## 2177 NA -1.071575710 NA NA NA
## 2324 NA NA NA NA 0.65500000
## 182 -4.99052828 -0.562841697 NA NA NA
## 212 -1.19488836 -1.433215427 NA NA 0.11706950
## 333 -1.45315917 -2.306091989 NA NA 0.23836632
## 609 -0.03742975 -0.514729702 NA NA 0.50535315
## 1162 -2.45010273 -0.499957126 NA NA 0.07950000
## 1286 -1.62809544 NA NA NA 0.00090000
## 1426 1.03385260 NA NA NA 0.43430000
## 1611 NA -4.062695018 NA NA 0.25070000
## 1882 NA 1.560365863 NA NA 0.53300000
## 1958 0.60928299 1.187863162 NA NA 0.15870000
## 2038 NA NA 2.26285813 NA 0.69980000
## 2467 NA NA NA NA 0.00140000
## 756 4.13771495 -14.733979700 NA NA 0.62790000
## 780 0.19860689 -3.342078816 NA NA 0.61510000
## 991 NA -0.637565482 NA NA NA
## 1305 0.09631685 0.480272963 NA NA 0.59460000
## 1373 NA NA NA NA 1.00000000
## 1459 NA -4.129646464 NA NA 0.63510000
## 1594 NA NA NA NA 0.84000000
## 1860 NA NA NA NA 0.02270000
## 613 NA 4.598705139 NA NA 0.49646818
## 1108 2.31827779 1.747995121 NA NA 0.33470000
## 2279 NA NA NA NA 0.69230000
## 2310 3.12890001 NA NA NA 0.73330000
## 2333 0.76336669 NA NA NA 0.64680000
## 2348 NA -4.451161431 NA NA NA
## 2372 NA -2.694864853 NA NA NA
## 2526 NA NA NA NA NA
## 2574 NA NA NA NA 0.52100000
## 111 -0.64667454 -1.516509478 NA NA 0.05000000
## 1438 -3.48240329 NA NA NA 0.19300000
## 15041 2.83685453 NA NA NA 0.36540000
## 1811 NA NA NA NA 0.94230000
## 2092 NA -4.853368433 NA NA 0.17690000
## 2131 NA NA NA NA 0.78570000
## 2410 NA -2.523550019 NA NA 0.41380000
## 2539 -1.96499089 3.074713782 NA NA 0.48010000
## 1111 -0.64667454 -1.516509478 NA NA 0.05000000
## 14381 -3.48240329 NA NA NA 0.19300000
## 15042 2.83685453 NA NA NA 0.36540000
## 18111 NA NA NA NA 0.94230000
## 20921 NA -4.853368433 NA NA 0.17690000
## 21311 NA NA NA NA 0.78570000
## 24101 NA -2.523550019 NA NA 0.41380000
## 25391 -1.96499089 3.074713782 NA NA 0.48010000
## 529 NA NA NA NA 0.86959783
## 638 NA 4.020965002 NA NA NA
## 951 NA NA -1.88712054 NA 0.51780000
## 1505 1.47131287 NA NA NA 0.55400000
## 1614 NA NA NA NA 0.47920000
## 1927 -7.28540375 -6.824928522 NA NA 0.07900000
## 2481 0.73005599 -0.904275799 NA NA 0.34890000
## 2590 NA 1.450885148 NA NA 0.47170000
## 467 NA 0.482038283 NA NA 0.50583019
## pitch_type_percentage_1_FF pitch_type_percentage_1_CU
## 479 0.3099335749 0.0000000000
## 532 0.4671099890 0.1707689674
## 1032 0.0057179206 0.0050588118
## 1042 0.2978468900 0.0000000000
## 1047 0.5365853659 0.1219512195
## 1964 0.2933328185 0.0000000000
## 2148 0.0000000000 0.2142857143
## 2154 0.0000000000 0.0000000000
## 2192 0.0000000000 0.0000000000
## 2241 0.0754366407 0.0000000000
## 447 0.2886776802 0.0000000000
## 490 0.1617916176 0.0000000000
## 496 0.1616859519 0.1081333529
## 923 0.4167988987 0.0000000000
## 1038 0.0519838396 0.3110874442
## 1960 0.0000000000 0.0000000000
## 1984 0.5404218934 0.0000000000
## 1996 0.0000000000 0.0000000000
## 2009 0.4090968161 0.0000000000
## 2051 0.3865490017 0.0000000000
## 2085 0.3387834950 0.0384883316
## 342 0.2693224251 0.0000000000
## 362 0.3686038102 0.0000000000
## 896 0.6525735294 0.0762867647
## 1195 0.5051598159 0.0000000000
## 1389 0.5236961181 0.0000000000
## 1393 0.6562500000 0.3437500000
## 1463 0.5708206370 0.0000000000
## 1767 0.5148559106 0.0000000000
## 2587 0.0000000000 0.0000000000
## 2607 0.5389188343 0.0000000000
## 137 0.4444112632 0.0920414392
## 258 0.4177940120 0.0000000000
## 377 0.5591540944 0.0000000000
## 1581 0.0000000000 0.0000000000
## 1640 0.4091946543 0.0953418404
## 2382 0.2491589627 0.2140594887
## 2503 0.7816208361 0.2082583950
## 2622 0.6528158245 0.3305938214
## 69 0.3783962358 0.0006313131
## 136 0.3941837199 0.1093960586
## 1101 0.2045218529 0.0000000000
## 1268 0.4521351134 0.0000000000
## 1279 0.2956063045 0.0000000000
## 1308 0.5981918145 0.0000000000
## 1324 0.0000000000 0.0000000000
## 1330 0.3066739473 0.0829661587
## 2104 0.0000000000 0.0000000000
## 2314 0.7200557612 0.0000000000
## 2381 0.3622612476 0.0464374505
## 55 0.1826652594 0.1063880594
## 1153 0.2246285753 0.0000000000
## 1439 0.7805054945 0.0000000000
## 1617 0.2944985620 0.3389676359
## 1653 0.0000000000 0.0454545455
## 1737 0.4150253026 0.0000000000
## 1926 0.4411934800 0.0391746600
## 2300 0.1160714286 0.1577380952
## 238 0.3666959713 0.1462266582
## 1077 0.5921162170 0.0306905856
## 1159 0.1900000000 0.0000000000
## 1253 0.0000000000 0.0000000000
## 1387 0.4973022239 0.0000000000
## 1450 0.6944444444 0.0000000000
## 1915 0.6920865405 0.0000000000
## 2483 0.5000000000 0.0000000000
## 612 0.4015134390 0.2288621656
## 1229 0.0000000000 0.0000000000
## 1231 0.4322808834 0.1181633885
## 1349 0.0021825397 0.0000000000
## 1553 0.4359656366 0.0000000000
## 1660 0.2430674556 0.0000000000
## 1663 0.3734662320 0.0000000000
## 1959 0.0000000000 0.0000000000
## 6121 0.4015134390 0.2288621656
## 12291 0.0000000000 0.0000000000
## 12311 0.4322808834 0.1181633885
## 13491 0.0021825397 0.0000000000
## 15531 0.4359656366 0.0000000000
## 16601 0.2430674556 0.0000000000
## 16631 0.3734662320 0.0000000000
## 19591 0.0000000000 0.0000000000
## 476 0.4917628032 0.0000000000
## 527 0.4510399233 0.2391571192
## 576 0.5716109504 0.0952084108
## 2047 0.0000000000 0.0000000000
## 2118 0.6012132693 0.0000000000
## 2133 0.2838117970 0.0000000000
## 2134 0.0000000000 0.0000000000
## 2139 0.5905508952 0.0000000000
## 2181 0.4784924267 0.0000000000
## 2190 0.5484126984 0.1522222222
## 2205 0.0039673314 0.0000000000
## 2206 0.3725538631 0.0000000000
## 758 0.5289412605 0.0205386742
## 820 0.0368081811 0.0460435522
## 1535 0.6303799940 0.3696200060
## 1546 0.5979831894 0.1036769384
## 1555 0.2219557768 0.0000000000
## 1618 0.0840579710 0.0000000000
## 1684 0.6938846882 0.0000000000
## 1740 0.4749182493 0.0000000000
## 1746 0.5172043011 0.0000000000
## 2515 0.0000000000 0.0000000000
## 2577 0.6250624315 0.0000000000
## 537 0.4083948275 0.0000000000
## 960 0.4397723715 0.0000000000
## 1068 0.4346078566 0.2285897740
## 12531 0.0000000000 0.0000000000
## 1301 0.0491899526 0.0000000000
## 1487 0.5624190408 0.0096726190
## 1508 0.5915244021 0.1671731193
## 1735 0.1981006648 0.0977682811
## 2294 0.3661276224 0.0000000000
## 805 0.2352941176 0.3235294118
## 1563 0.8263585661 0.0000000000
## 1576 0.0000000000 0.0000000000
## 1578 0.5133903134 0.0000000000
## 1588 0.0000000000 0.2000000000
## 1606 0.3034293595 0.0000000000
## 1644 0.0000000000 0.0000000000
## 1650 0.4662021146 0.0000000000
## 1655 0.0000000000 0.2222222222
## 1679 0.5472256363 0.0000000000
## 1698 0.5169813865 0.0000000000
## 1712 0.0000000000 0.0000000000
## 1722 0.0964025686 0.0000000000
## 1745 0.0137931034 0.0000000000
## 2562 0.4398965355 0.0000000000
## 366 0.4576138563 0.0878857257
## 389 0.2134821737 0.0000000000
## 424 0.0186095775 0.3848618365
## 1627 0.0000000000 0.0000000000
## 1668 0.5623609911 0.0000000000
## 2123 0.0000000000 0.0000000000
## 2146 0.1118321900 0.0000000000
## 21811 0.4784924267 0.0000000000
## 231 0.2941991342 0.1296969697
## 592 0.1849921795 0.0000000000
## 813 0.0869565217 0.1739130435
## 1088 0.5150106939 0.0273282989
## 1449 0.3989152139 0.0000000000
## 1670 0.3102909647 0.0000000000
## 1945 0.1451192061 0.0000000000
## 2306 0.0000000000 0.1176470588
## 2527 0.0000000000 0.0000000000
## 340 0.2781900883 0.0000000000
## 429 0.2205917344 0.0417949685
## 807 0.5550694503 0.0320160502
## 9231 0.4167988987 0.0000000000
## 1867 0.4460784314 0.2107843137
## 1956 0.3580246914 0.2514029181
## 2334 0.6666666667 0.0952380952
## 2450 0.0744814247 0.0000000000
## 372 0.4642353105 0.0000000000
## 412 0.4882128212 0.0000000000
## 775 0.5849624060 0.0714285714
## 1358 0.3571428571 0.0714285714
## 1448 0.0111052557 0.0000000000
## 1899 0.0000000000 0.0645161290
## 1939 0.0000000000 0.0000000000
## 2302 0.2340056022 0.0000000000
## 347 0.0681719309 0.0000000000
## 743 0.2699624099 0.0229997370
## 1374 0.6428571429 0.0000000000
## 1376 0.3644292546 0.2921492529
## 14871 0.5624190408 0.0096726190
## 1509 0.7322916667 0.0000000000
## 1874 0.0000000000 0.0000000000
## 2270 0.5017236732 0.0000000000
## 711 0.5263581193 0.0000000000
## 10421 0.2978468900 0.0000000000
## 1161 0.0264097559 0.0000000000
## 1235 0.3500742389 0.1262937296
## 1300 0.0000000000 0.0000000000
## 1320 0.4718375411 0.0000000000
## 2238 0.0000000000 0.0000000000
## 2569 0.0497984024 0.0000000000
## 395 0.4381304127 0.0000000000
## 1429 0.2094538552 0.0000000000
## 1440 0.5714285714 0.0000000000
## 1443 0.5728476430 0.1549896383
## 1474 0.6072745603 0.0000000000
## 1501 0.4431920632 0.0000000000
## 1502 0.1646994530 0.0000000000
## 1504 0.3482142857 0.0000000000
## 1516 0.7266526502 0.2666806832
## 1922 0.6430864711 0.0000000000
## 222 0.5664997169 0.0813172417
## 4791 0.3099335749 0.0000000000
## 1254 0.2915161965 0.2783898153
## 1343 0.0000000000 0.6666666667
## 1671 0.0000000000 0.0000000000
## 1705 0.7977952625 0.0582427505
## 1719 0.0853909487 0.0000000000
## 1830 0.5132798574 0.0000000000
## 1172 0.6587742867 0.0479192703
## 11951 0.5051598159 0.0000000000
## 1311 0.3840863054 0.1135043246
## 1313 0.5629708909 0.0000000000
## 1353 0.3364679960 0.0000000000
## 1360 0.0103355270 0.2756006140
## 1895 0.6261397981 0.0000000000
## 1983 0.0000000000 0.0000000000
## 2248 0.5650366894 0.0000000000
## 2357 0.5593421029 0.0039215686
## 226 0.5536094033 0.0418065417
## 480 0.4581253286 0.0000000000
## 845 0.0688892051 0.1412322924
## 1552 0.5494063590 0.0000000000
## 1609 0.4340294762 0.1625493821
## 1703 0.0000000000 0.1538461538
## 1728 0.4800188051 0.0000000000
## 2145 0.5733333333 0.0000000000
## 249 0.5923218031 0.1612107741
## 251 0.1468458493 0.3818017416
## 506 0.0000000000 0.0000000000
## 556 0.3134445387 0.0287675910
## 1208 0.0180514513 0.0000000000
## 1283 0.8637152879 0.0000000000
## 1284 0.5098349711 0.2065735086
## 2345 0.1259893603 0.0000000000
## 2565 0.2064888013 0.0000000000
## 317 0.2854633890 0.0000000000
## 335 0.4474242086 0.0000000000
## 663 0.0362857112 0.1975691175
## 1333 0.0932799863 0.0000000000
## 1475 0.6100432900 0.0000000000
## 19961 0.0000000000 0.0000000000
## 2113 0.5631003408 0.0678194823
## 2368 0.0000000000 0.0000000000
## 22 0.0034722222 0.0000000000
## 63 0.6000225479 0.0000000000
## 168 0.6344234136 0.0332432085
## 174 0.4806335211 0.3615815507
## 673 0.4295544282 0.1779679526
## 1177 0.4053829023 0.0000000000
## 1180 0.5756754598 0.0000000000
## 1260 0.3453006894 0.0000000000
## 1744 0.1730011265 0.0000000000
## 1759 0.5403996539 0.0631092846
## 2222 0.0000000000 0.0000000000
## 2362 0.3714110349 0.1316062691
## 2530 0.6353897084 0.0138888889
## 2600 0.1711167671 0.0000000000
## 2641 0.5251448708 0.0000000000
## 7581 0.5289412605 0.0205386742
## 1178 0.1863218445 0.0000000000
## 1287 0.4541749027 0.0977077222
## 1445 0.0000000000 0.0000000000
## 19561 0.3580246914 0.2514029181
## 2229 0.4358560091 0.0000000000
## 2246 0.1227750497 0.0000000000
## 2312 0.0577260181 0.0000000000
## 2412 0.7137439847 0.0000000000
## 173 0.6644187678 0.0192864529
## 315 0.7311907787 0.0000000000
## 376 0.7291921767 0.0000000000
## 1630 0.0000000000 0.0000000000
## 1646 0.1790473849 0.0000000000
## 1683 0.7810780871 0.0000000000
## 1891 0.0206329569 0.0000000000
## 1930 0.0000000000 0.0000000000
## 2007 0.0025651249 0.0000000000
## 2252 0.0000000000 0.0000000000
## 2471 0.3270095439 0.0000000000
## 2511 0.6344422582 0.1324900552
## 152 0.0148894445 0.0000000000
## 307 0.4159421631 0.0000000000
## 414 0.0895030231 0.0000000000
## 1185 0.8370624431 0.0000000000
## 1331 0.2597375309 0.1092275732
## 1351 0.3913043478 0.0869565217
## 1565 0.1500000000 0.5000000000
## 1718 0.0000000000 0.0000000000
## 1808 0.0000000000 0.0333333333
## 2013 0.5481187520 0.1824751825
## 2031 0.0000000000 0.0000000000
## 2090 0.4037249582 0.0000000000
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## 2410 0.0000000000 0.2916666667
## 2539 0.0000000000 0.3130651058
## 1111 0.4517750389 0.1283428725
## 14381 0.4636181318 0.0000000000
## 15042 0.0000000000 0.0178571429
## 18111 0.0000000000 0.0000000000
## 20921 0.3048482073 0.1234318459
## 21311 0.0000000000 0.0000000000
## 24101 0.0000000000 0.2916666667
## 25391 0.0000000000 0.3130651058
## 529 0.0000000000 0.0000000000
## 638 0.1956215143 0.1236880593
## 951 0.0000000000 0.0000000000
## 1505 0.0000000000 0.0000000000
## 1614 0.0000000000 0.0000000000
## 1927 0.3772650944 0.0716009095
## 2481 0.0000000000 0.1279229169
## 2590 0.0000000000 0.1257110163
## 467 0.0000000000 0.3361049100
## pitch_type_percentage_1_SL pitch_type_percentage_1_FC
## 479 0.206748188 0.215504227
## 532 0.000000000 0.251487226
## 1032 0.123355841 0.000000000
## 1042 0.224282297 0.000000000
## 1047 0.170731707 0.000000000
## 1964 0.342294913 0.000000000
## 2148 0.000000000 0.000000000
## 2154 0.000000000 0.000000000
## 2192 0.000000000 0.516931217
## 2241 0.258171205 0.000000000
## 447 0.025624267 0.000000000
## 490 0.000000000 0.177875440
## 496 0.000000000 0.266591817
## 923 0.477572124 0.000000000
## 1038 0.000000000 0.000000000
## 1960 0.000000000 0.000000000
## 1984 0.432032584 0.000000000
## 1996 0.000000000 0.000000000
## 2009 0.000000000 0.488044185
## 2051 0.298133308 0.000000000
## 2085 0.278782184 0.000000000
## 342 0.361917480 0.000000000
## 362 0.334119234 0.000000000
## 896 0.211397059 0.000000000
## 1195 0.420826326 0.000000000
## 1389 0.476303882 0.000000000
## 1393 0.000000000 0.000000000
## 1463 0.165179651 0.000000000
## 1767 0.479796496 0.000000000
## 2587 0.445536755 0.000000000
## 2607 0.285568121 0.000000000
## 137 0.275703186 0.000000000
## 258 0.374422884 0.000000000
## 377 0.028636123 0.000000000
## 1581 0.000000000 0.000000000
## 1640 0.495463505 0.000000000
## 2382 0.245747594 0.000000000
## 2503 0.010120769 0.000000000
## 2622 0.000000000 0.000000000
## 69 0.327864104 0.292073865
## 136 0.164477011 0.053078976
## 1101 0.340058735 0.000000000
## 1268 0.000000000 0.000000000
## 1279 0.152762880 0.000000000
## 1308 0.114593444 0.070045211
## 1324 1.000000000 0.000000000
## 1330 0.272734636 0.000000000
## 2104 0.000000000 0.000000000
## 2314 0.279944239 0.000000000
## 2381 0.469119279 0.000000000
## 55 0.109583155 0.000000000
## 1153 0.354738858 0.000000000
## 1439 0.219494505 0.000000000
## 1617 0.128052765 0.000000000
## 1653 0.000000000 0.000000000
## 1737 0.353855031 0.000000000
## 1926 0.006843247 0.086401500
## 2300 0.158068783 0.000000000
## 238 0.067575629 0.000000000
## 1077 0.268224368 0.000000000
## 1159 0.295000000 0.330000000
## 1253 1.000000000 0.000000000
## 1387 0.269287730 0.000000000
## 1450 0.000000000 0.000000000
## 1915 0.288691492 0.000000000
## 2483 0.500000000 0.000000000
## 612 0.114440199 0.000000000
## 1229 0.000000000 0.000000000
## 1231 0.225133713 0.192179952
## 1349 0.092419322 0.000000000
## 1553 0.440779594 0.000000000
## 1660 0.400664744 0.000000000
## 1663 0.350533683 0.064972490
## 1959 0.000000000 0.000000000
## 6121 0.114440199 0.000000000
## 12291 0.000000000 0.000000000
## 12311 0.225133713 0.192179952
## 13491 0.092419322 0.000000000
## 15531 0.440779594 0.000000000
## 16601 0.400664744 0.000000000
## 16631 0.350533683 0.064972490
## 19591 0.000000000 0.000000000
## 476 0.000000000 0.159793509
## 527 0.246061394 0.000000000
## 576 0.000000000 0.318118756
## 2047 0.000000000 0.000000000
## 2118 0.312057237 0.000000000
## 2133 0.154940562 0.034590775
## 2134 0.000000000 0.000000000
## 2139 0.400259464 0.000000000
## 2181 0.521507573 0.000000000
## 2190 0.073095238 0.192936508
## 2205 0.294901300 0.701131369
## 2206 0.000000000 0.000000000
## 758 0.003632179 0.100188711
## 820 0.005779406 0.053070854
## 1535 0.000000000 0.000000000
## 1546 0.298339872 0.000000000
## 1555 0.000000000 0.430204603
## 1618 0.218260870 0.366666667
## 1684 0.035080455 0.000000000
## 1740 0.460555240 0.000000000
## 1746 0.417876344 0.000000000
## 2515 0.423789642 0.000000000
## 2577 0.295126012 0.000000000
## 537 0.358849672 0.012903226
## 960 0.393489946 0.000000000
## 1068 0.000000000 0.133577325
## 12531 1.000000000 0.000000000
## 1301 0.301315099 0.382853174
## 1487 0.243135967 0.000000000
## 1508 0.000000000 0.241302479
## 1735 0.278537512 0.000000000
## 2294 0.588417832 0.000000000
## 805 0.000000000 0.000000000
## 1563 0.020462951 0.019093832
## 1576 0.000000000 0.000000000
## 1578 0.009259259 0.000000000
## 1588 0.800000000 0.000000000
## 1606 0.000000000 0.000000000
## 1644 0.000000000 0.000000000
## 1650 0.464932145 0.068865741
## 1655 0.000000000 0.000000000
## 1679 0.368083567 0.000000000
## 1698 0.339687109 0.000000000
## 1712 0.000000000 0.000000000
## 1722 0.403434868 0.000000000
## 1745 0.364783687 0.000000000
## 2562 0.132810047 0.000000000
## 366 0.100978544 0.118464231
## 389 0.252701666 0.000000000
## 424 0.259635786 0.003267974
## 1627 0.000000000 0.000000000
## 1668 0.050568028 0.162129782
## 2123 0.000000000 0.000000000
## 2146 0.027875458 0.000000000
## 21811 0.521507573 0.000000000
## 231 0.005714286 0.356190476
## 592 0.304721386 0.000000000
## 813 0.565217391 0.000000000
## 1088 0.000000000 0.175408597
## 1449 0.401593961 0.000000000
## 1670 0.201320593 0.000000000
## 1945 0.348810494 0.000000000
## 2306 0.000000000 0.000000000
## 2527 0.044450253 0.088586011
## 340 0.000000000 0.232927262
## 429 0.108817289 0.274404416
## 807 0.355153300 0.000000000
## 9231 0.477572124 0.000000000
## 1867 0.000000000 0.000000000
## 1956 0.000000000 0.000000000
## 2334 0.142857143 0.000000000
## 2450 0.055935928 0.000000000
## 372 0.246666409 0.068120615
## 412 0.000000000 0.078985507
## 775 0.276691729 0.014285714
## 1358 0.071428571 0.000000000
## 1448 0.269796785 0.000000000
## 1899 0.354838710 0.161290323
## 1939 0.000000000 0.000000000
## 2302 0.289355742 0.000000000
## 347 0.418783633 0.000000000
## 743 0.222594461 0.000000000
## 1374 0.357142857 0.000000000
## 1376 0.000000000 0.010989011
## 14871 0.243135967 0.000000000
## 1509 0.163194444 0.000000000
## 1874 0.000000000 0.000000000
## 2270 0.257604394 0.000000000
## 711 0.222270826 0.000000000
## 10421 0.224282297 0.000000000
## 1161 0.000000000 0.621745789
## 1235 0.523632031 0.000000000
## 1300 0.000000000 0.000000000
## 1320 0.271838183 0.000000000
## 2238 0.176346038 0.076885002
## 2569 0.000000000 0.110016294
## 395 0.000000000 0.000000000
## 1429 0.313075941 0.000000000
## 1440 0.285714286 0.000000000
## 1443 0.000000000 0.000000000
## 1474 0.316133905 0.000000000
## 1501 0.449580687 0.000000000
## 1502 0.463377833 0.000000000
## 1504 0.633928571 0.000000000
## 1516 0.000000000 0.006666667
## 1922 0.356913529 0.000000000
## 222 0.310855981 0.000000000
## 4791 0.206748188 0.215504227
## 1254 0.154823191 0.000000000
## 1343 0.000000000 0.000000000
## 1671 0.214239856 0.000000000
## 1705 0.005482456 0.000000000
## 1719 0.496295001 0.000000000
## 1830 0.335873440 0.000000000
## 1172 0.293306443 0.000000000
## 11951 0.420826326 0.000000000
## 1311 0.327242144 0.000000000
## 1313 0.189732870 0.000000000
## 1353 0.015106842 0.000000000
## 1360 0.000000000 0.000000000
## 1895 0.330653400 0.000000000
## 1983 0.000000000 0.000000000
## 2248 0.000000000 0.000000000
## 2357 0.159670273 0.000000000
## 226 0.311383380 0.000000000
## 480 0.101837663 0.331816224
## 845 0.291052597 0.000000000
## 1552 0.397498403 0.000000000
## 1609 0.182094974 0.000000000
## 1703 0.000000000 0.000000000
## 1728 0.108193106 0.000000000
## 2145 0.386666667 0.000000000
## 249 0.167786754 0.000000000
## 251 0.188950108 0.000000000
## 506 0.000000000 0.118154187
## 556 0.139260180 0.000000000
## 1208 0.556647649 0.000000000
## 1283 0.136284712 0.000000000
## 1284 0.277534482 0.000000000
## 2345 0.276167508 0.000000000
## 2565 0.446539801 0.000000000
## 317 0.000000000 0.089328304
## 335 0.549103569 0.000000000
## 663 0.000000000 0.000000000
## 1333 0.718897653 0.000000000
## 1475 0.221783550 0.000000000
## 19961 0.000000000 0.000000000
## 2113 0.369080177 0.000000000
## 2368 0.308391608 0.000000000
## 22 0.090892325 0.729358026
## 63 0.000000000 0.000000000
## 168 0.260440595 0.000000000
## 174 0.000000000 0.154597618
## 673 0.010604684 0.231113665
## 1177 0.119238040 0.157608921
## 1180 0.000000000 0.000000000
## 1260 0.084615845 0.000000000
## 1744 0.298753698 0.000000000
## 1759 0.344802768 0.000000000
## 2222 0.493465916 0.000000000
## 2362 0.000000000 0.000000000
## 2530 0.350721403 0.000000000
## 2600 0.392021904 0.000000000
## 2641 0.409889440 0.000000000
## 7581 0.003632179 0.100188711
## 1178 0.396965801 0.000000000
## 1287 0.141171407 0.007058159
## 1445 0.941176471 0.000000000
## 19561 0.000000000 0.000000000
## 2229 0.320790816 0.000000000
## 2246 0.323356612 0.000000000
## 2312 0.000000000 0.051171875
## 2412 0.114909717 0.000000000
## 173 0.277164152 0.000000000
## 315 0.243315669 0.000000000
## 376 0.003124467 0.000000000
## 1630 0.000000000 0.000000000
## 1646 0.568339151 0.000000000
## 1683 0.128799553 0.000000000
## 1891 0.217864296 0.000000000
## 1930 0.000000000 0.297267536
## 2007 0.205880092 0.000000000
## 2252 0.349224339 0.000000000
## 2471 0.530617107 0.000000000
## 2511 0.233067687 0.000000000
## 152 0.298403063 0.080809929
## 307 0.000000000 0.000000000
## 414 0.238044971 0.229166749
## 1185 0.021776537 0.015952933
## 1331 0.000000000 0.175015787
## 1351 0.260869565 0.000000000
## 1565 0.025000000 0.000000000
## 1718 0.000000000 0.000000000
## 1808 0.000000000 0.000000000
## 2013 0.185232441 0.000000000
## 2031 0.000000000 0.000000000
## 2090 0.399797404 0.000000000
## 598 0.000000000 0.212979893
## 1155 0.478138692 0.000000000
## 13581 0.071428571 0.000000000
## 1533 0.175708325 0.303334039
## 2025 0.327254126 0.153485573
## 2035 0.464928592 0.000000000
## 2307 0.252505506 0.000000000
## 2498 0.000000000 0.217893590
## 5321 0.000000000 0.251487226
## 975 0.203742785 0.000000000
## 1040 0.000000000 0.000000000
## 1214 0.125107343 0.219119859
## 1612 0.000000000 0.000000000
## 2006 0.000000000 0.000000000
## 2338 0.051552288 0.683073818
## 2504 0.716984976 0.000000000
## 2536 0.285714286 0.000000000
## 279 0.118812659 0.000000000
## 351 0.000000000 0.305962273
## 1336 0.534289784 0.000000000
## 13492 0.092419322 0.000000000
## 1356 0.180788790 0.000000000
## 1417 0.356095165 0.000000000
## 15091 0.163194444 0.000000000
## 1542 0.138113644 0.651433753
## 2055 0.259233048 0.000000000
## 2273 0.545454545 0.000000000
## 2499 0.393161198 0.000000000
## 2566 0.109494949 0.008333333
## 51 0.016275700 0.189195717
## 365 0.231373157 0.000000000
## 552 0.367460227 0.000000000
## 630 0.245782788 0.077613277
## 1493 0.294117647 0.000000000
## 1506 0.293805396 0.696341898
## 1514 0.000000000 0.000000000
## 1925 0.143109712 0.000000000
## 2349 0.447228507 0.000000000
## 2413 0.000000000 0.000000000
## 2629 0.488324418 0.000000000
## 48 0.000000000 0.000000000
## 246 0.401005125 0.000000000
## 1428 0.000000000 0.000000000
## 14872 0.243135967 0.000000000
## 1503 0.273614632 0.000000000
## 16981 0.339687109 0.000000000
## 1700 0.355575692 0.000000000
## 2169 0.000000000 0.000000000
## 2178 0.259191657 0.000000000
## 2626 0.021049284 0.000000000
## 3951 0.000000000 0.000000000
## 1270 0.233333333 0.566666667
## 1315 0.000000000 0.000000000
## 1381 0.248115773 0.000000000
## 16531 0.000000000 0.000000000
## 1661 0.222184232 0.000000000
## 2027 0.265506310 0.000000000
## 2128 0.000000000 0.000000000
## 1220 0.183000756 0.000000000
## 1369 0.000000000 0.000000000
## 1392 0.344023208 0.000000000
## 1751 0.286812571 0.000000000
## 1988 0.162107752 0.000000000
## 2153 0.273779964 0.000000000
## 2167 0.000000000 0.000000000
## 2437 0.082604312 0.000000000
## 2454 0.218117413 0.000000000
## 2578 0.000000000 0.411830521
## 1097 0.400181663 0.000000000
## 1209 0.000000000 0.000000000
## 1335 0.663746316 0.000000000
## 1975 0.708704643 0.000000000
## 2187 0.000000000 0.005647131
## 2259 0.286231884 0.000000000
## 2341 0.363068091 0.000000000
## 2453 0.326260600 0.000000000
## 2522 0.371031832 0.000000000
## 574 0.000000000 0.339231763
## 590 0.315844171 0.000000000
## 983 0.274426968 0.000000000
## 1013 0.000000000 0.344345714
## 2076 0.000000000 0.000000000
## 2158 0.538461538 0.000000000
## 2177 0.426149496 0.000000000
## 2324 0.349808930 0.000000000
## 182 0.057464196 0.772909932
## 212 0.000000000 0.280658111
## 333 0.145545982 0.000000000
## 609 0.000000000 0.000000000
## 1162 0.000000000 0.374358742
## 1286 0.280911753 0.000000000
## 1426 0.000000000 0.000000000
## 1611 0.155357108 0.000000000
## 1882 0.339133039 0.000000000
## 1958 0.265486367 0.000000000
## 2038 0.046043308 0.000000000
## 2467 0.169373114 0.000000000
## 756 0.000000000 0.000000000
## 780 0.192134437 0.000000000
## 991 0.401388165 0.000000000
## 1305 0.008715163 0.000000000
## 1373 0.000000000 0.000000000
## 1459 0.096745562 0.029241007
## 1594 0.000000000 0.000000000
## 1860 0.000000000 0.000000000
## 613 0.238219732 0.000000000
## 1108 0.106599218 0.000000000
## 2279 0.282034632 0.000000000
## 2310 0.000000000 0.000000000
## 2333 0.000000000 0.000000000
## 2348 0.000000000 0.000000000
## 2372 0.236404069 0.000000000
## 2526 0.318181818 0.000000000
## 2574 0.142460070 0.298540978
## 111 0.255226528 0.000000000
## 1438 0.100752733 0.000000000
## 15041 0.633928571 0.000000000
## 1811 0.000000000 0.000000000
## 2092 0.000000000 0.296548452
## 2131 0.000000000 0.000000000
## 2410 0.286111111 0.000000000
## 2539 0.000000000 0.000000000
## 1111 0.255226528 0.000000000
## 14381 0.100752733 0.000000000
## 15042 0.633928571 0.000000000
## 18111 0.000000000 0.000000000
## 20921 0.000000000 0.296548452
## 21311 0.000000000 0.000000000
## 24101 0.286111111 0.000000000
## 25391 0.000000000 0.000000000
## 529 0.000000000 0.000000000
## 638 0.537876775 0.000000000
## 951 0.247460317 0.024444444
## 1505 0.000000000 0.000000000
## 1614 0.099002240 0.406569693
## 1927 0.000000000 0.302185754
## 2481 0.000000000 0.000000000
## 2590 0.000000000 0.394554713
## 467 0.148521113 0.000000000
## pitch_type_percentage_2_CH pitch_type_percentage_2_FF
## 479 0.144644334 0.287117452
## 532 0.074836601 0.082252388
## 1032 0.260836282 0.009392364
## 1042 0.306321839 0.252298851
## 1047 0.292682927 0.439024390
## 1964 0.000000000 0.000000000
## 2148 0.000000000 0.000000000
## 2154 0.000000000 0.000000000
## 2192 0.177777778 0.000000000
## 2241 0.000000000 0.000000000
## 447 0.000000000 0.259033864
## 490 0.065885560 0.047830791
## 496 0.143517639 0.047239833
## 923 0.190867893 0.397856775
## 1038 0.162867906 0.044730839
## 1960 0.000000000 0.000000000
## 1984 0.000000000 0.030303030
## 1996 0.000000000 0.000000000
## 2009 0.000000000 0.000000000
## 2051 0.000000000 0.000000000
## 2085 0.000000000 0.116925558
## 342 0.240358455 0.178400724
## 362 0.000000000 0.213612814
## 896 0.100961538 0.583333333
## 1195 0.000000000 0.000000000
## 1389 0.000000000 0.000000000
## 1393 0.000000000 0.000000000
## 1463 0.000000000 0.000000000
## 1767 0.015151515 0.053030303
## 2587 0.000000000 0.000000000
## 2607 0.000000000 0.000000000
## 137 0.233473350 0.337116190
## 258 0.012655265 0.038020876
## 377 0.224444444 0.397777778
## 1581 0.000000000 0.000000000
## 1640 0.000000000 0.000000000
## 2382 0.000000000 0.000000000
## 2503 0.000000000 0.000000000
## 2622 0.000000000 0.000000000
## 69 0.000000000 0.003472222
## 136 0.045903361 0.141534114
## 1101 0.082122546 0.156924255
## 1268 0.002695418 0.010781671
## 1279 0.000000000 0.000000000
## 1308 0.000000000 0.000000000
## 1324 0.000000000 0.000000000
## 1330 0.000000000 0.000000000
## 2104 0.000000000 0.000000000
## 2314 0.000000000 0.000000000
## 2381 0.000000000 0.000000000
## 55 0.120065061 0.098648053
## 1153 0.000000000 0.000000000
## 1439 0.000000000 0.000000000
## 1617 0.004032258 0.004032258
## 1653 0.000000000 0.000000000
## 1737 0.000000000 0.000000000
## 1926 0.000000000 0.000000000
## 2300 0.000000000 0.000000000
## 238 0.080485814 0.314286727
## 1077 0.016753543 0.551231491
## 1159 0.000000000 0.000000000
## 1253 0.000000000 0.000000000
## 1387 0.000000000 0.000000000
## 1450 0.000000000 0.000000000
## 1915 0.000000000 0.000000000
## 2483 0.000000000 0.000000000
## 612 0.146167224 0.331648458
## 1229 0.000000000 0.000000000
## 1231 0.000000000 0.000000000
## 1349 0.012254902 0.000000000
## 1553 0.000000000 0.000000000
## 1660 0.003205128 0.032051282
## 1663 0.010256410 0.005128205
## 1959 0.000000000 0.000000000
## 6121 0.146167224 0.331648458
## 12291 0.000000000 0.000000000
## 12311 0.000000000 0.000000000
## 13491 0.012254902 0.000000000
## 15531 0.000000000 0.000000000
## 16601 0.003205128 0.032051282
## 16631 0.010256410 0.005128205
## 19591 0.000000000 0.000000000
## 476 0.010714286 0.003571429
## 527 0.001190476 0.204855862
## 576 0.007692308 0.171940559
## 2047 0.000000000 0.000000000
## 2118 0.000000000 0.000000000
## 2133 0.004615385 0.013653846
## 2134 0.000000000 0.000000000
## 2139 0.000000000 0.000000000
## 2181 0.000000000 0.000000000
## 2190 0.041904762 0.548498168
## 2205 0.000000000 0.000000000
## 2206 0.023913043 0.075332742
## 758 0.000000000 0.368026755
## 820 0.330083279 0.056602674
## 1535 0.000000000 0.000000000
## 1546 0.000000000 0.000000000
## 1555 0.015700483 0.054347826
## 1618 0.000000000 0.000000000
## 1684 0.000000000 0.000000000
## 1740 0.000000000 0.000000000
## 1746 0.000000000 0.000000000
## 2515 0.000000000 0.000000000
## 2577 0.000000000 0.000000000
## 537 0.133150624 0.411125223
## 960 0.037792470 0.420955859
## 1068 0.255956628 0.389295801
## 12531 0.000000000 0.000000000
## 1301 0.006493506 0.023191095
## 1487 0.000000000 0.000000000
## 1508 0.000000000 0.000000000
## 1735 0.000000000 0.000000000
## 2294 0.000000000 0.000000000
## 805 0.387096774 0.322580645
## 1563 0.000000000 0.000000000
## 1576 0.000000000 0.000000000
## 1578 0.000000000 0.000000000
## 1588 0.000000000 0.000000000
## 1606 0.000000000 0.000000000
## 1644 0.000000000 0.000000000
## 1650 0.000000000 0.000000000
## 1655 0.000000000 0.000000000
## 1679 0.000000000 0.000000000
## 1698 0.000000000 0.000000000
## 1712 0.000000000 0.000000000
## 1722 0.000000000 0.000000000
## 1745 0.000000000 0.000000000
## 2562 0.121978022 0.072527473
## 366 0.208894879 0.398465017
## 389 0.000000000 0.000000000
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## 1627 0.000000000 0.000000000
## 1668 0.000000000 0.000000000
## 2123 0.000000000 0.000000000
## 2146 0.000000000 0.000000000
## 21811 0.000000000 0.000000000
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## 592 0.037512153 0.020433682
## 813 0.029411765 0.176470588
## 1088 0.384903629 0.384790658
## 1449 0.000000000 0.000000000
## 1670 0.009803922 0.010457516
## 1945 0.000000000 0.000000000
## 2306 0.000000000 0.000000000
## 2527 0.046153846 0.000000000
## 340 0.000000000 0.000000000
## 429 0.027443215 0.109647392
## 807 0.103242875 0.401217871
## 9231 0.190867893 0.397856775
## 1867 0.000000000 0.000000000
## 1956 0.030303030 0.232323232
## 2334 0.000000000 0.000000000
## 2450 0.000000000 0.000000000
## 372 0.036028928 0.352899400
## 412 0.038914491 0.140829493
## 775 0.088998211 0.452146691
## 1358 0.000000000 0.000000000
## 1448 0.000000000 0.000000000
## 1899 0.066666667 0.066666667
## 1939 0.000000000 0.000000000
## 2302 0.000000000 0.000000000
## 347 0.000000000 0.000000000
## 743 0.269468147 0.193681697
## 1374 0.000000000 0.000000000
## 1376 0.000000000 0.000000000
## 14871 0.000000000 0.000000000
## 1509 0.000000000 0.000000000
## 1874 0.000000000 0.000000000
## 2270 0.000000000 0.000000000
## 711 0.172277440 0.420875227
## 10421 0.306321839 0.252298851
## 1161 0.000000000 0.000000000
## 1235 0.000000000 0.000000000
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## 2238 0.000000000 0.000000000
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## 1440 0.000000000 0.000000000
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## 1474 0.000000000 0.148892580
## 1501 0.000000000 0.000000000
## 1502 0.000000000 0.000000000
## 1504 0.000000000 0.000000000
## 1516 0.000000000 0.000000000
## 1922 0.000000000 0.000000000
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## 1254 0.000000000 0.000000000
## 1343 0.000000000 0.000000000
## 1671 0.000000000 0.000000000
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## 1172 0.000000000 0.000000000
## 11951 0.000000000 0.000000000
## 1311 0.000000000 0.000000000
## 1313 0.000000000 0.000000000
## 1353 0.000000000 0.000000000
## 1360 0.000000000 0.000000000
## 1895 0.002083333 0.045833333
## 1983 0.000000000 0.000000000
## 2248 0.031250000 0.041666667
## 2357 0.000000000 0.000000000
## 226 0.000000000 0.000000000
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## 845 0.050624936 0.058197621
## 1552 0.000000000 0.000000000
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## 1703 0.000000000 0.000000000
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## 2145 0.000000000 0.000000000
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## 251 0.000000000 0.029206349
## 506 0.000000000 0.000000000
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## 1208 0.000000000 0.000000000
## 1283 0.000000000 0.000000000
## 1284 0.000000000 0.000000000
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## 2565 0.000000000 0.000000000
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## 335 0.000000000 0.000000000
## 663 0.268743980 0.050949269
## 1333 0.000000000 0.007407407
## 1475 0.000000000 0.000000000
## 19961 0.000000000 0.000000000
## 2113 0.000000000 0.015151515
## 2368 0.029629630 0.000000000
## 22 0.000000000 0.000000000
## 63 0.000000000 0.000000000
## 168 0.040292725 0.464502172
## 174 0.000000000 0.000000000
## 673 0.019574176 0.071474359
## 1177 0.000000000 0.000000000
## 1180 0.000000000 0.000000000
## 1260 0.000000000 0.000000000
## 1744 0.000000000 0.000000000
## 1759 0.000000000 0.011363636
## 2222 0.000000000 0.000000000
## 2362 0.000000000 0.011363636
## 2530 0.000000000 0.187500000
## 2600 0.000000000 0.000000000
## 2641 0.039285714 0.249603175
## 7581 0.000000000 0.368026755
## 1178 0.000000000 0.000000000
## 1287 0.043478261 0.032608696
## 1445 0.000000000 0.000000000
## 19561 0.030303030 0.232323232
## 2229 0.091797235 0.250364474
## 2246 0.000000000 0.091666667
## 2312 0.013392857 0.000000000
## 2412 0.000000000 0.000000000
## 173 0.004979185 0.181375012
## 315 0.055074355 0.500527898
## 376 0.000000000 0.025806452
## 1630 0.000000000 0.000000000
## 1646 0.000000000 0.050000000
## 1683 0.000000000 0.000000000
## 1891 0.000000000 0.000000000
## 1930 0.000000000 0.000000000
## 2007 0.000000000 0.000000000
## 2252 0.000000000 0.000000000
## 2471 0.000000000 0.051282051
## 2511 0.000000000 0.130952381
## 152 0.000000000 0.000000000
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## 414 0.000000000 0.000000000
## 1185 0.000000000 0.000000000
## 1331 0.000000000 0.000000000
## 1351 0.000000000 0.000000000
## 1565 0.000000000 0.000000000
## 1718 0.000000000 0.000000000
## 1808 0.000000000 0.000000000
## 2013 0.000000000 0.015151515
## 2031 0.000000000 0.000000000
## 2090 0.013888889 0.055555556
## 598 0.119761773 0.402434411
## 1155 0.000000000 0.000000000
## 13581 0.000000000 0.000000000
## 1533 0.015873016 0.015873016
## 2025 0.000000000 0.000000000
## 2035 0.000000000 0.000000000
## 2307 0.000000000 0.000000000
## 2498 0.097321429 0.211160714
## 5321 0.074836601 0.082252388
## 975 0.336637091 0.391966589
## 1040 0.350146989 0.331584503
## 1214 0.000000000 0.030769231
## 1612 0.000000000 0.000000000
## 2006 0.000000000 0.000000000
## 2338 0.000000000 0.000000000
## 2504 0.000000000 0.000000000
## 2536 0.000000000 0.375000000
## 279 0.000000000 0.000000000
## 351 0.000000000 0.008522727
## 1336 0.000000000 0.000000000
## 13492 0.012254902 0.000000000
## 1356 0.000000000 0.000000000
## 1417 0.057142857 0.085714286
## 15091 0.000000000 0.000000000
## 1542 0.000000000 0.000000000
## 2055 0.000000000 0.000000000
## 2273 0.000000000 0.000000000
## 2499 0.003623188 0.018115942
## 2566 0.000000000 0.000000000
## 51 0.131252344 0.061380480
## 365 0.000000000 0.021401099
## 552 0.000000000 0.000000000
## 630 0.002008929 0.050059966
## 1493 0.000000000 0.000000000
## 1506 0.000000000 0.000000000
## 1514 0.000000000 0.000000000
## 1925 0.000000000 0.013605442
## 2349 0.000000000 0.000000000
## 2413 0.000000000 0.000000000
## 2629 0.002500000 0.000000000
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## 246 0.000000000 0.000000000
## 1428 0.000000000 0.000000000
## 14872 0.000000000 0.000000000
## 1503 0.000000000 0.000000000
## 16981 0.000000000 0.000000000
## 1700 0.000000000 0.000000000
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## 2178 0.000000000 0.000000000
## 2626 0.000000000 0.000000000
## 3951 0.053146259 0.018282313
## 1270 0.000000000 0.000000000
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## 1381 0.000000000 0.000000000
## 16531 0.000000000 0.000000000
## 1661 0.000000000 0.000000000
## 2027 0.000000000 0.000000000
## 2128 0.000000000 0.000000000
## 1220 0.000000000 0.000000000
## 1369 0.000000000 0.000000000
## 1392 0.000000000 0.000000000
## 1751 0.000000000 0.000000000
## 1988 0.000000000 0.000000000
## 2153 0.000000000 0.005434783
## 2167 0.050000000 0.025000000
## 2437 0.230880231 0.266233766
## 2454 0.000000000 0.000000000
## 2578 0.000000000 0.000000000
## 1097 0.019600562 0.330367812
## 1209 0.000000000 0.000000000
## 1335 0.000000000 0.000000000
## 1975 0.000000000 0.000000000
## 2187 0.000000000 0.000000000
## 2259 0.000000000 0.000000000
## 2341 0.000000000 0.000000000
## 2453 0.000000000 0.000000000
## 2522 0.000000000 0.000000000
## 574 0.219992840 0.000000000
## 590 0.067156085 0.198558201
## 983 0.000000000 0.375237385
## 1013 0.091486406 0.297477737
## 2076 0.000000000 0.000000000
## 2158 0.000000000 0.000000000
## 2177 0.013333333 0.000000000
## 2324 0.000000000 0.000000000
## 182 0.001111111 0.000000000
## 212 0.003921569 0.003921569
## 333 0.045326798 0.196346574
## 609 0.266625630 0.413387119
## 1162 0.000000000 0.000000000
## 1286 0.000000000 0.000000000
## 1426 0.000000000 0.000000000
## 1611 0.060064935 0.147077922
## 1882 0.003703704 0.022222222
## 1958 0.000000000 0.000000000
## 2038 0.000000000 0.000000000
## 2467 0.000000000 0.000000000
## 756 0.066666667 0.666666667
## 780 0.075982269 0.563008527
## 991 0.075123728 0.000000000
## 1305 0.000000000 0.016949153
## 1373 0.000000000 0.000000000
## 1459 0.000000000 0.000000000
## 1594 0.000000000 0.000000000
## 1860 0.000000000 0.000000000
## 613 0.166187739 0.276819923
## 1108 0.166040669 0.323438226
## 2279 0.000000000 0.000000000
## 2310 0.000000000 0.000000000
## 2333 0.000000000 0.051282051
## 2348 0.000000000 0.052631579
## 2372 0.000000000 0.000000000
## 2526 0.000000000 0.000000000
## 2574 0.000000000 0.000000000
## 111 0.159566928 0.040388007
## 1438 0.000000000 0.000000000
## 15041 0.000000000 0.000000000
## 1811 0.000000000 0.000000000
## 2092 0.000000000 0.000000000
## 2131 0.000000000 0.000000000
## 2410 0.000000000 0.000000000
## 2539 0.000000000 0.000000000
## 1111 0.159566928 0.040388007
## 14381 0.000000000 0.000000000
## 15042 0.000000000 0.000000000
## 18111 0.000000000 0.000000000
## 20921 0.000000000 0.000000000
## 21311 0.000000000 0.000000000
## 24101 0.000000000 0.000000000
## 25391 0.000000000 0.000000000
## 529 0.000000000 0.000000000
## 638 0.000000000 0.000000000
## 951 0.000000000 0.469343434
## 1505 0.000000000 0.000000000
## 1614 0.000000000 0.000000000
## 1927 0.009523810 0.012605042
## 2481 0.000000000 0.025000000
## 2590 0.000000000 0.000000000
## 467 0.343246905 0.503773982
## pitch_type_percentage_2_SI pitch_type_percentage_2_SL
## 479 0.218052109 0.165425972
## 532 0.000000000 0.000000000
## 1032 0.545672525 0.175754234
## 1042 0.154022989 0.287356322
## 1047 0.000000000 0.121951220
## 1964 0.000000000 0.000000000
## 2148 0.000000000 0.000000000
## 2154 0.000000000 0.000000000
## 2192 0.400000000 0.000000000
## 2241 0.111111111 0.000000000
## 447 0.133077780 0.040952582
## 490 0.114204915 0.000000000
## 496 0.146438088 0.000000000
## 923 0.010135135 0.401140197
## 1038 0.505325802 0.000000000
## 1960 0.000000000 0.000000000
## 1984 0.000000000 0.053030303
## 1996 0.000000000 0.000000000
## 2009 0.000000000 0.000000000
## 2051 0.000000000 0.000000000
## 2085 0.058441558 0.195526696
## 342 0.102758717 0.335624961
## 362 0.071613638 0.159312187
## 896 0.000000000 0.200320513
## 1195 0.000000000 0.000000000
## 1389 0.000000000 0.000000000
## 1393 0.000000000 0.000000000
## 1463 0.000000000 0.000000000
## 1767 0.000000000 0.022727273
## 2587 0.041666667 0.083333333
## 2607 0.000000000 0.000000000
## 137 0.000000000 0.239327048
## 258 0.000000000 0.017041229
## 377 0.121666667 0.056111111
## 1581 0.000000000 0.000000000
## 1640 0.000000000 0.000000000
## 2382 0.000000000 0.000000000
## 2503 0.000000000 0.000000000
## 2622 0.000000000 0.000000000
## 69 0.000000000 0.003472222
## 136 0.063325330 0.058743497
## 1101 0.415196556 0.345756643
## 1268 0.000000000 0.000000000
## 1279 0.000000000 0.000000000
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## 2104 0.000000000 0.000000000
## 2314 0.000000000 0.000000000
## 2381 0.000000000 0.000000000
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## 1153 0.000000000 0.000000000
## 1439 0.000000000 0.000000000
## 1617 0.004032258 0.000000000
## 1653 0.000000000 0.000000000
## 1737 0.000000000 0.000000000
## 1926 0.000000000 0.000000000
## 2300 0.166666667 0.083333333
## 238 0.219236414 0.069178946
## 1077 0.080812827 0.318863503
## 1159 0.000000000 0.000000000
## 1253 0.000000000 0.000000000
## 1387 0.000000000 0.000000000
## 1450 0.000000000 0.000000000
## 1915 0.000000000 0.000000000
## 2483 0.000000000 0.000000000
## 612 0.180077678 0.084789844
## 1229 0.000000000 0.000000000
## 1231 0.000000000 0.000000000
## 1349 0.080007003 0.014880952
## 1553 0.000000000 0.000000000
## 1660 0.023076923 0.018589744
## 1663 0.000000000 0.000000000
## 1959 0.000000000 0.000000000
## 6121 0.180077678 0.084789844
## 12291 0.000000000 0.000000000
## 12311 0.000000000 0.000000000
## 13491 0.080007003 0.014880952
## 15531 0.000000000 0.000000000
## 16601 0.023076923 0.018589744
## 16631 0.000000000 0.000000000
## 19591 0.000000000 0.000000000
## 476 0.000000000 0.000000000
## 527 0.053174863 0.120138678
## 576 0.010000000 0.000000000
## 2047 0.000000000 0.000000000
## 2118 0.000000000 0.000000000
## 2133 0.012115385 0.007115385
## 2134 0.000000000 0.000000000
## 2139 0.000000000 0.000000000
## 2181 0.000000000 0.000000000
## 2190 0.000000000 0.186446886
## 2205 0.000000000 0.000000000
## 2206 0.033984028 0.000000000
## 758 0.000000000 0.000000000
## 820 0.467361171 0.009811566
## 1535 0.000000000 0.000000000
## 1546 0.000000000 0.000000000
## 1555 0.021739130 0.000000000
## 1618 0.000000000 0.000000000
## 1684 0.000000000 0.000000000
## 1740 0.000000000 0.000000000
## 1746 0.000000000 0.000000000
## 2515 0.191836735 0.093877551
## 2577 0.000000000 0.000000000
## 537 0.108885918 0.335073529
## 960 0.000000000 0.374752423
## 1068 0.000000000 0.000000000
## 12531 0.000000000 0.000000000
## 1301 0.090425103 0.084765131
## 1487 0.000000000 0.000000000
## 1508 0.000000000 0.000000000
## 1735 0.000000000 0.000000000
## 2294 0.000000000 0.000000000
## 805 0.096774194 0.000000000
## 1563 0.000000000 0.000000000
## 1576 0.000000000 0.000000000
## 1578 0.000000000 0.000000000
## 1588 0.000000000 0.000000000
## 1606 0.000000000 0.000000000
## 1644 0.000000000 0.000000000
## 1650 0.000000000 0.000000000
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## 1712 0.000000000 0.000000000
## 1722 0.000000000 0.000000000
## 1745 0.000000000 0.000000000
## 2562 0.000000000 0.076923077
## 366 0.000000000 0.086203753
## 389 0.000000000 0.000000000
## 424 0.041666667 0.013888889
## 1627 0.000000000 0.000000000
## 1668 0.000000000 0.000000000
## 2123 0.000000000 0.000000000
## 2146 0.026573427 0.000000000
## 21811 0.000000000 0.000000000
## 231 0.000000000 0.000000000
## 592 0.040515477 0.034872021
## 813 0.000000000 0.500000000
## 1088 0.000000000 0.000000000
## 1449 0.000000000 0.000000000
## 1670 0.011764706 0.007189542
## 1945 0.000000000 0.000000000
## 2306 0.000000000 0.000000000
## 2527 0.050000000 0.006410256
## 340 0.000000000 0.000000000
## 429 0.214497182 0.103013730
## 807 0.000000000 0.419953354
## 9231 0.010135135 0.401140197
## 1867 0.000000000 0.000000000
## 1956 0.000000000 0.000000000
## 2334 0.000000000 0.000000000
## 2450 0.000000000 0.000000000
## 372 0.015017388 0.251802436
## 412 0.000000000 0.000000000
## 775 0.000000000 0.343023256
## 1358 0.000000000 0.000000000
## 1448 0.000000000 0.000000000
## 1899 0.266666667 0.533333333
## 1939 0.000000000 0.000000000
## 2302 0.000000000 0.000000000
## 347 0.000000000 0.000000000
## 743 0.257981341 0.250291132
## 1374 0.000000000 0.000000000
## 1376 0.000000000 0.000000000
## 14871 0.000000000 0.000000000
## 1509 0.000000000 0.000000000
## 1874 0.000000000 0.000000000
## 2270 0.000000000 0.000000000
## 711 0.009245129 0.229259218
## 10421 0.154022989 0.287356322
## 1161 0.000000000 0.000000000
## 1235 0.000000000 0.000000000
## 1300 0.000000000 0.000000000
## 1320 0.000000000 0.000000000
## 2238 0.000000000 0.000000000
## 2569 0.002732240 0.000000000
## 395 0.000000000 0.000000000
## 1429 0.000000000 0.000000000
## 1440 0.000000000 0.000000000
## 1443 0.000000000 0.000000000
## 1474 0.000000000 0.042469546
## 1501 0.000000000 0.000000000
## 1502 0.000000000 0.000000000
## 1504 0.000000000 0.000000000
## 1516 0.000000000 0.000000000
## 1922 0.000000000 0.000000000
## 222 0.000000000 0.000000000
## 4791 0.218052109 0.165425972
## 1254 0.000000000 0.000000000
## 1343 0.000000000 0.000000000
## 1671 0.156926407 0.133116883
## 1705 0.000000000 0.000000000
## 1719 0.000000000 0.000000000
## 1830 0.000000000 0.000000000
## 1172 0.000000000 0.000000000
## 11951 0.000000000 0.000000000
## 1311 0.000000000 0.000000000
## 1313 0.000000000 0.000000000
## 1353 0.000000000 0.000000000
## 1360 0.000000000 0.000000000
## 1895 0.000000000 0.018750000
## 1983 0.000000000 0.000000000
## 2248 0.000000000 0.000000000
## 2357 0.000000000 0.000000000
## 226 0.000000000 0.000000000
## 480 0.000000000 0.089308409
## 845 0.392520319 0.323665861
## 1552 0.000000000 0.000000000
## 1609 0.000000000 0.000000000
## 1703 0.000000000 0.000000000
## 1728 0.000000000 0.000000000
## 2145 0.000000000 0.000000000
## 249 0.000000000 0.166988234
## 251 0.007619048 0.053333333
## 506 0.387797928 0.000000000
## 556 0.156767074 0.136585588
## 1208 0.000000000 0.000000000
## 1283 0.000000000 0.000000000
## 1284 0.000000000 0.000000000
## 2345 0.013937282 0.006968641
## 2565 0.000000000 0.000000000
## 317 0.218993659 0.000000000
## 335 0.000000000 0.000000000
## 663 0.442717187 0.000000000
## 1333 0.014814815 0.014814815
## 1475 0.000000000 0.000000000
## 19961 0.000000000 0.000000000
## 2113 0.000000000 0.015151515
## 2368 0.044444444 0.025925926
## 22 0.000000000 0.000000000
## 63 0.000000000 0.000000000
## 168 0.046187584 0.184897902
## 174 0.000000000 0.000000000
## 673 0.000000000 0.003571429
## 1177 0.000000000 0.000000000
## 1180 0.000000000 0.000000000
## 1260 0.000000000 0.000000000
## 1744 0.044444444 0.011111111
## 1759 0.000000000 0.011363636
## 2222 0.008474576 0.025423729
## 2362 0.022727273 0.000000000
## 2530 0.000000000 0.062500000
## 2600 0.000000000 0.000000000
## 2641 0.000000000 0.139682540
## 7581 0.000000000 0.000000000
## 1178 0.000000000 0.000000000
## 1287 0.000000000 0.010869565
## 1445 0.000000000 0.000000000
## 19561 0.000000000 0.000000000
## 2229 0.000000000 0.229266862
## 2246 0.150000000 0.133333333
## 2312 0.026785714 0.000000000
## 2412 0.000000000 0.000000000
## 173 0.000000000 0.076372245
## 315 0.000000000 0.250849360
## 376 0.000000000 0.000000000
## 1630 0.000000000 0.000000000
## 1646 0.076388889 0.123611111
## 1683 0.000000000 0.000000000
## 1891 0.041666667 0.000000000
## 1930 0.000000000 0.000000000
## 2007 0.000000000 0.000000000
## 2252 0.100000000 0.025000000
## 2471 0.000000000 0.025641026
## 2511 0.000000000 0.047619048
## 152 0.029411765 0.000000000
## 307 0.000000000 0.000000000
## 414 0.000000000 0.000000000
## 1185 0.000000000 0.000000000
## 1331 0.000000000 0.000000000
## 1351 0.000000000 0.000000000
## 1565 0.000000000 0.000000000
## 1718 0.000000000 0.000000000
## 1808 0.000000000 0.000000000
## 2013 0.000000000 0.008049242
## 2031 0.000000000 0.000000000
## 2090 0.027777778 0.013888889
## 598 0.004464286 0.000000000
## 1155 0.000000000 0.000000000
## 13581 0.000000000 0.000000000
## 1533 0.000000000 0.000000000
## 2025 0.000000000 0.000000000
## 2035 0.000000000 0.000000000
## 2307 0.000000000 0.000000000
## 2498 0.000000000 0.000000000
## 5321 0.000000000 0.000000000
## 975 0.000000000 0.198322237
## 1040 0.142719268 0.000000000
## 1214 0.000000000 0.000000000
## 1612 0.000000000 0.000000000
## 2006 0.000000000 0.000000000
## 2338 0.000000000 0.000000000
## 2504 0.000000000 0.000000000
## 2536 0.000000000 0.625000000
## 279 0.000000000 0.000000000
## 351 0.000000000 0.000000000
## 1336 0.000000000 0.000000000
## 13492 0.080007003 0.014880952
## 1356 0.000000000 0.000000000
## 1417 0.000000000 0.000000000
## 15091 0.000000000 0.000000000
## 1542 0.000000000 0.000000000
## 2055 0.000000000 0.000000000
## 2273 0.000000000 0.000000000
## 2499 0.017391304 0.026086957
## 2566 0.000000000 0.000000000
## 51 0.184260681 0.017442432
## 365 0.369302665 0.281282846
## 552 0.000000000 0.000000000
## 630 0.025351597 0.040218049
## 1493 0.000000000 0.000000000
## 1506 0.000000000 0.000000000
## 1514 0.000000000 0.000000000
## 1925 0.000000000 0.006802721
## 2349 0.000000000 0.000000000
## 2413 0.000000000 0.000000000
## 2629 0.091540404 0.065959596
## 48 0.000000000 0.000000000
## 246 0.000000000 0.000000000
## 1428 0.000000000 0.000000000
## 14872 0.000000000 0.000000000
## 1503 0.000000000 0.000000000
## 16981 0.000000000 0.000000000
## 1700 0.000000000 0.000000000
## 2169 0.000000000 0.000000000
## 2178 0.000000000 0.000000000
## 2626 0.000000000 0.000000000
## 3951 0.000000000 0.000000000
## 1270 0.000000000 0.000000000
## 1315 0.000000000 0.000000000
## 1381 0.000000000 0.000000000
## 16531 0.000000000 0.000000000
## 1661 0.000000000 0.000000000
## 2027 0.000000000 0.000000000
## 2128 0.000000000 0.000000000
## 1220 0.000000000 0.000000000
## 1369 0.000000000 0.000000000
## 1392 0.018292683 0.006097561
## 1751 0.000000000 0.000000000
## 1988 0.000000000 0.000000000
## 2153 0.000000000 0.016304348
## 2167 0.000000000 0.000000000
## 2437 0.000000000 0.012987013
## 2454 0.000000000 0.000000000
## 2578 0.000000000 0.000000000
## 1097 0.001388889 0.442521246
## 1209 0.000000000 0.000000000
## 1335 0.000000000 0.000000000
## 1975 0.000000000 0.000000000
## 2187 0.000000000 0.000000000
## 2259 0.000000000 0.000000000
## 2341 0.000000000 0.000000000
## 2453 0.000000000 0.000000000
## 2522 0.000000000 0.000000000
## 574 0.181658549 0.000000000
## 590 0.000000000 0.103174603
## 983 0.003240207 0.312106358
## 1013 0.027024330 0.000000000
## 2076 0.000000000 0.000000000
## 2158 0.000000000 0.000000000
## 2177 0.060000000 0.026666667
## 2324 0.000000000 0.000000000
## 182 0.001111111 0.005555556
## 212 0.007843137 0.000000000
## 333 0.466222473 0.160775705
## 609 0.000000000 0.000000000
## 1162 0.015625000 0.000000000
## 1286 0.000000000 0.000000000
## 1426 0.000000000 0.000000000
## 1611 0.108766234 0.047727273
## 1882 0.000000000 0.040740741
## 1958 0.000000000 0.000000000
## 2038 0.000000000 0.000000000
## 2467 0.000000000 0.000000000
## 756 0.000000000 0.000000000
## 780 0.000000000 0.231272649
## 991 0.484848487 0.433571598
## 1305 0.000000000 0.000000000
## 1373 0.000000000 0.000000000
## 1459 0.000000000 0.000000000
## 1594 0.000000000 0.000000000
## 1860 0.000000000 0.000000000
## 613 0.045977011 0.177681992
## 1108 0.133622969 0.111003204
## 2279 0.000000000 0.000000000
## 2310 0.000000000 0.000000000
## 2333 0.000000000 0.000000000
## 2348 0.000000000 0.000000000
## 2372 0.000000000 0.000000000
## 2526 0.000000000 0.000000000
## 2574 0.000000000 0.000000000
## 111 0.370747882 0.204449146
## 1438 0.022633745 0.016460905
## 15041 0.000000000 0.000000000
## 1811 0.000000000 0.000000000
## 2092 0.000000000 0.000000000
## 2131 0.000000000 0.000000000
## 2410 0.000000000 0.000000000
## 2539 0.000000000 0.000000000
## 1111 0.370747882 0.204449146
## 14381 0.022633745 0.016460905
## 15042 0.000000000 0.000000000
## 18111 0.000000000 0.000000000
## 20921 0.000000000 0.000000000
## 21311 0.000000000 0.000000000
## 24101 0.000000000 0.000000000
## 25391 0.000000000 0.000000000
## 529 0.000000000 0.000000000
## 638 0.000000000 0.000000000
## 951 0.000000000 0.311414141
## 1505 0.000000000 0.000000000
## 1614 0.000000000 0.000000000
## 1927 0.173346262 0.000000000
## 2481 0.000000000 0.000000000
## 2590 0.000000000 0.000000000
## 467 0.000000000 0.152979113
## pitch_type_percentage_3_FC pitch_type_percentage_3_FF
## 479 0.100000000 0.050000000
## 532 0.000000000 0.000000000
## 1032 0.000000000 0.007898929
## 1042 0.000000000 0.300000000
## 1047 0.000000000 0.500000000
## 1964 0.000000000 0.000000000
## 2148 0.000000000 0.000000000
## 2154 0.000000000 0.000000000
## 2192 0.000000000 0.000000000
## 2241 0.000000000 0.000000000
## 447 0.000000000 0.120275404
## 490 0.015954416 0.021489621
## 496 0.106021999 0.046456419
## 923 0.000000000 0.260444096
## 1038 0.000000000 0.047763655
## 1960 0.000000000 0.000000000
## 1984 0.000000000 0.000000000
## 1996 0.000000000 0.000000000
## 2009 0.000000000 0.000000000
## 2051 0.000000000 0.000000000
## 2085 0.000000000 0.000000000
## 342 0.000000000 0.161611456
## 362 0.000000000 0.084326773
## 896 0.000000000 0.466666667
## 1195 0.000000000 0.000000000
## 1389 0.000000000 0.000000000
## 1393 0.000000000 0.000000000
## 1463 0.000000000 0.000000000
## 1767 0.000000000 0.000000000
## 2587 0.000000000 0.000000000
## 2607 0.000000000 0.000000000
## 137 0.000000000 0.267546442
## 258 0.000000000 0.000000000
## 377 0.000000000 0.235227273
## 1581 0.000000000 0.000000000
## 1640 0.000000000 0.000000000
## 2382 0.000000000 0.000000000
## 2503 0.000000000 0.000000000
## 2622 0.000000000 0.000000000
## 69 0.000000000 0.000000000
## 136 0.000000000 0.000000000
## 1101 0.000000000 0.148349795
## 1268 0.000000000 0.000000000
## 1279 0.000000000 0.000000000
## 1308 0.000000000 0.000000000
## 1324 0.000000000 0.000000000
## 1330 0.000000000 0.000000000
## 2104 0.000000000 0.000000000
## 2314 0.000000000 0.000000000
## 2381 0.000000000 0.000000000
## 55 0.000000000 0.089778619
## 1153 0.000000000 0.000000000
## 1439 0.000000000 0.000000000
## 1617 0.000000000 0.000000000
## 1653 0.000000000 0.000000000
## 1737 0.000000000 0.000000000
## 1926 0.000000000 0.000000000
## 2300 0.000000000 0.000000000
## 238 0.000000000 0.287802075
## 1077 0.000000000 0.359540683
## 1159 0.000000000 0.000000000
## 1253 0.000000000 0.000000000
## 1387 0.000000000 0.000000000
## 1450 0.000000000 0.000000000
## 1915 0.000000000 0.000000000
## 2483 0.000000000 0.000000000
## 612 0.000000000 0.084500467
## 1229 0.000000000 0.000000000
## 1231 0.000000000 0.000000000
## 1349 0.000000000 0.000000000
## 1553 0.000000000 0.000000000
## 1660 0.000000000 0.000000000
## 1663 0.000000000 0.000000000
## 1959 0.000000000 0.000000000
## 6121 0.000000000 0.084500467
## 12291 0.000000000 0.000000000
## 12311 0.000000000 0.000000000
## 13491 0.000000000 0.000000000
## 15531 0.000000000 0.000000000
## 16601 0.000000000 0.000000000
## 16631 0.000000000 0.000000000
## 19591 0.000000000 0.000000000
## 476 0.000000000 0.000000000
## 527 0.000000000 0.054616911
## 576 0.000000000 0.000000000
## 2047 0.000000000 0.000000000
## 2118 0.000000000 0.000000000
## 2133 0.000000000 0.000000000
## 2134 0.000000000 0.000000000
## 2139 0.000000000 0.000000000
## 2181 0.000000000 0.000000000
## 2190 0.000000000 0.000000000
## 2205 0.000000000 0.000000000
## 2206 0.000000000 0.000000000
## 758 0.156244649 0.359710375
## 820 0.040031241 0.042573277
## 1535 0.000000000 0.000000000
## 1546 0.000000000 0.000000000
## 1555 0.000000000 0.000000000
## 1618 0.000000000 0.000000000
## 1684 0.000000000 0.000000000
## 1740 0.000000000 0.000000000
## 1746 0.000000000 0.000000000
## 2515 0.000000000 0.000000000
## 2577 0.000000000 0.000000000
## 537 0.000000000 0.266666667
## 960 0.000000000 0.410075104
## 1068 0.048878205 0.137019231
## 12531 0.000000000 0.000000000
## 1301 0.000000000 0.000000000
## 1487 0.000000000 0.000000000
## 1508 0.000000000 0.000000000
## 1735 0.000000000 0.000000000
## 2294 0.000000000 0.000000000
## 805 0.000000000 0.277777778
## 1563 0.000000000 0.000000000
## 1576 0.000000000 0.000000000
## 1578 0.000000000 0.000000000
## 1588 0.000000000 0.000000000
## 1606 0.000000000 0.000000000
## 1644 0.000000000 0.000000000
## 1650 0.000000000 0.000000000
## 1655 0.000000000 0.000000000
## 1679 0.000000000 0.000000000
## 1698 0.000000000 0.000000000
## 1712 0.000000000 0.000000000
## 1722 0.000000000 0.000000000
## 1745 0.000000000 0.000000000
## 2562 0.000000000 0.000000000
## 366 0.049526707 0.293696325
## 389 0.000000000 0.000000000
## 424 0.000000000 0.000000000
## 1627 0.000000000 0.000000000
## 1668 0.000000000 0.000000000
## 2123 0.000000000 0.000000000
## 2146 0.000000000 0.000000000
## 21811 0.000000000 0.000000000
## 231 0.000000000 0.000000000
## 592 0.000000000 0.000000000
## 813 0.000000000 0.423076923
## 1088 0.178712337 0.255918156
## 1449 0.000000000 0.000000000
## 1670 0.000000000 0.000000000
## 1945 0.000000000 0.000000000
## 2306 0.000000000 0.000000000
## 2527 0.000000000 0.000000000
## 340 0.000000000 0.000000000
## 429 0.104906936 0.030940784
## 807 0.000000000 0.478341465
## 9231 0.000000000 0.260444096
## 1867 0.000000000 0.000000000
## 1956 0.000000000 0.000000000
## 2334 0.000000000 0.000000000
## 2450 0.000000000 0.000000000
## 372 0.092947944 0.335587820
## 412 0.020833333 0.071759259
## 775 0.000000000 0.000000000
## 1358 0.000000000 0.000000000
## 1448 0.000000000 0.000000000
## 1899 0.000000000 0.000000000
## 1939 0.000000000 0.000000000
## 2302 0.000000000 0.000000000
## 347 0.000000000 0.000000000
## 743 0.000000000 0.162825364
## 1374 0.000000000 0.000000000
## 1376 0.000000000 0.000000000
## 14871 0.000000000 0.000000000
## 1509 0.000000000 0.000000000
## 1874 0.000000000 0.000000000
## 2270 0.000000000 0.000000000
## 711 0.000000000 0.427373549
## 10421 0.000000000 0.300000000
## 1161 0.000000000 0.000000000
## 1235 0.000000000 0.000000000
## 1300 0.000000000 0.000000000
## 1320 0.000000000 0.000000000
## 2238 0.000000000 0.000000000
## 2569 0.000000000 0.000000000
## 395 0.000000000 0.000000000
## 1429 0.000000000 0.000000000
## 1440 0.000000000 0.000000000
## 1443 0.000000000 0.000000000
## 1474 0.000000000 0.000000000
## 1501 0.000000000 0.000000000
## 1502 0.000000000 0.000000000
## 1504 0.000000000 0.000000000
## 1516 0.000000000 0.000000000
## 1922 0.000000000 0.000000000
## 222 0.000000000 0.000000000
## 4791 0.100000000 0.050000000
## 1254 0.000000000 0.000000000
## 1343 0.000000000 0.000000000
## 1671 0.000000000 0.000000000
## 1705 0.000000000 0.000000000
## 1719 0.000000000 0.000000000
## 1830 0.000000000 0.000000000
## 1172 0.000000000 0.000000000
## 11951 0.000000000 0.000000000
## 1311 0.000000000 0.000000000
## 1313 0.000000000 0.000000000
## 1353 0.000000000 0.000000000
## 1360 0.000000000 0.000000000
## 1895 0.000000000 0.000000000
## 1983 0.000000000 0.000000000
## 2248 0.000000000 0.000000000
## 2357 0.000000000 0.000000000
## 226 0.000000000 0.000000000
## 480 0.195220470 0.201826245
## 845 0.000000000 0.055938010
## 1552 0.000000000 0.000000000
## 1609 0.000000000 0.000000000
## 1703 0.000000000 0.000000000
## 1728 0.000000000 0.000000000
## 2145 0.000000000 0.000000000
## 249 0.000000000 0.209104938
## 251 0.000000000 0.000000000
## 506 0.089636714 0.000000000
## 556 0.000000000 0.000000000
## 1208 0.000000000 0.000000000
## 1283 0.000000000 0.000000000
## 1284 0.000000000 0.000000000
## 2345 0.000000000 0.000000000
## 2565 0.000000000 0.000000000
## 317 0.135192259 0.167373313
## 335 0.000000000 0.000000000
## 663 0.000000000 0.013984674
## 1333 0.000000000 0.000000000
## 1475 0.000000000 0.000000000
## 19961 0.000000000 0.000000000
## 2113 0.000000000 0.000000000
## 2368 0.000000000 0.000000000
## 22 0.000000000 0.000000000
## 63 0.000000000 0.000000000
## 168 0.000000000 0.293781680
## 174 0.000000000 0.000000000
## 673 0.006944444 0.045138889
## 1177 0.000000000 0.000000000
## 1180 0.000000000 0.000000000
## 1260 0.000000000 0.000000000
## 1744 0.000000000 0.000000000
## 1759 0.000000000 0.000000000
## 2222 0.000000000 0.000000000
## 2362 0.000000000 0.000000000
## 2530 0.000000000 0.000000000
## 2600 0.000000000 0.000000000
## 2641 0.000000000 0.023809524
## 7581 0.156244649 0.359710375
## 1178 0.000000000 0.000000000
## 1287 0.000000000 0.000000000
## 1445 0.000000000 0.000000000
## 19561 0.000000000 0.000000000
## 2229 0.000000000 0.098972923
## 2246 0.000000000 0.000000000
## 2312 0.000000000 0.000000000
## 2412 0.000000000 0.000000000
## 173 0.000000000 0.067161410
## 315 0.000000000 0.342747268
## 376 0.000000000 0.000000000
## 1630 0.000000000 0.000000000
## 1646 0.000000000 0.000000000
## 1683 0.000000000 0.000000000
## 1891 0.000000000 0.000000000
## 1930 0.000000000 0.000000000
## 2007 0.000000000 0.000000000
## 2252 0.000000000 0.000000000
## 2471 0.000000000 0.000000000
## 2511 0.000000000 0.000000000
## 152 0.000000000 0.000000000
## 307 0.000000000 0.000000000
## 414 0.000000000 0.000000000
## 1185 0.000000000 0.000000000
## 1331 0.000000000 0.000000000
## 1351 0.000000000 0.000000000
## 1565 0.000000000 0.000000000
## 1718 0.000000000 0.000000000
## 1808 0.000000000 0.000000000
## 2013 0.000000000 0.000000000
## 2031 0.000000000 0.000000000
## 2090 0.000000000 0.000000000
## 598 0.142391339 0.341827815
## 1155 0.000000000 0.000000000
## 13581 0.000000000 0.000000000
## 1533 0.000000000 0.000000000
## 2025 0.000000000 0.000000000
## 2035 0.000000000 0.000000000
## 2307 0.000000000 0.000000000
## 2498 0.000000000 0.050000000
## 5321 0.000000000 0.000000000
## 975 0.000000000 0.372245809
## 1040 0.000000000 0.083333333
## 1214 0.000000000 0.000000000
## 1612 0.000000000 0.000000000
## 2006 0.000000000 0.000000000
## 2338 0.000000000 0.000000000
## 2504 0.000000000 0.000000000
## 2536 0.000000000 0.000000000
## 279 0.000000000 0.000000000
## 351 0.000000000 0.000000000
## 1336 0.000000000 0.000000000
## 13492 0.000000000 0.000000000
## 1356 0.000000000 0.000000000
## 1417 0.000000000 0.000000000
## 15091 0.000000000 0.000000000
## 1542 0.000000000 0.000000000
## 2055 0.000000000 0.000000000
## 2273 0.000000000 0.000000000
## 2499 0.000000000 0.000000000
## 2566 0.000000000 0.000000000
## 51 0.051405813 0.047044196
## 365 0.000000000 0.004880952
## 552 0.000000000 0.000000000
## 630 0.012175325 0.008116883
## 1493 0.000000000 0.000000000
## 1506 0.000000000 0.000000000
## 1514 0.000000000 0.000000000
## 1925 0.000000000 0.000000000
## 2349 0.000000000 0.000000000
## 2413 0.000000000 0.000000000
## 2629 0.000000000 0.000000000
## 48 0.000000000 0.000000000
## 246 0.000000000 0.000000000
## 1428 0.000000000 0.000000000
## 14872 0.000000000 0.000000000
## 1503 0.000000000 0.000000000
## 16981 0.000000000 0.000000000
## 1700 0.000000000 0.000000000
## 2169 0.000000000 0.000000000
## 2178 0.000000000 0.000000000
## 2626 0.000000000 0.000000000
## 3951 0.000000000 0.000000000
## 1270 0.000000000 0.000000000
## 1315 0.000000000 0.000000000
## 1381 0.000000000 0.000000000
## 16531 0.000000000 0.000000000
## 1661 0.000000000 0.000000000
## 2027 0.000000000 0.000000000
## 2128 0.000000000 0.000000000
## 1220 0.000000000 0.000000000
## 1369 0.000000000 0.000000000
## 1392 0.000000000 0.000000000
## 1751 0.000000000 0.000000000
## 1988 0.000000000 0.000000000
## 2153 0.000000000 0.000000000
## 2167 0.000000000 0.000000000
## 2437 0.000000000 0.000000000
## 2454 0.000000000 0.000000000
## 2578 0.000000000 0.000000000
## 1097 0.000000000 0.305522840
## 1209 0.000000000 0.000000000
## 1335 0.000000000 0.000000000
## 1975 0.000000000 0.000000000
## 2187 0.000000000 0.000000000
## 2259 0.000000000 0.000000000
## 2341 0.000000000 0.000000000
## 2453 0.000000000 0.000000000
## 2522 0.000000000 0.000000000
## 574 0.075000000 0.000000000
## 590 0.000000000 0.000000000
## 983 0.000000000 0.345539144
## 1013 0.294543733 0.288315419
## 2076 0.000000000 0.000000000
## 2158 0.000000000 0.000000000
## 2177 0.000000000 0.000000000
## 2324 0.000000000 0.000000000
## 182 0.000000000 0.000000000
## 212 0.000000000 0.000000000
## 333 0.000000000 0.196748248
## 609 0.000000000 0.394914127
## 1162 0.000000000 0.000000000
## 1286 0.000000000 0.000000000
## 1426 0.000000000 0.000000000
## 1611 0.000000000 0.000000000
## 1882 0.000000000 0.000000000
## 1958 0.000000000 0.000000000
## 2038 0.000000000 0.000000000
## 2467 0.000000000 0.000000000
## 756 0.000000000 0.000000000
## 780 0.000000000 0.390819325
## 991 0.000000000 0.000000000
## 1305 0.000000000 0.000000000
## 1373 0.000000000 0.000000000
## 1459 0.000000000 0.000000000
## 1594 0.000000000 0.000000000
## 1860 0.000000000 0.000000000
## 613 0.000000000 0.166666667
## 1108 0.000000000 0.267836801
## 2279 0.000000000 0.000000000
## 2310 0.000000000 0.000000000
## 2333 0.000000000 0.000000000
## 2348 0.000000000 0.000000000
## 2372 0.000000000 0.000000000
## 2526 0.000000000 0.000000000
## 2574 0.000000000 0.000000000
## 111 0.000000000 0.000000000
## 1438 0.000000000 0.000000000
## 15041 0.000000000 0.000000000
## 1811 0.000000000 0.000000000
## 2092 0.000000000 0.000000000
## 2131 0.000000000 0.000000000
## 2410 0.000000000 0.000000000
## 2539 0.000000000 0.000000000
## 1111 0.000000000 0.000000000
## 14381 0.000000000 0.000000000
## 15042 0.000000000 0.000000000
## 18111 0.000000000 0.000000000
## 20921 0.000000000 0.000000000
## 21311 0.000000000 0.000000000
## 24101 0.000000000 0.000000000
## 25391 0.000000000 0.000000000
## 529 0.000000000 0.000000000
## 638 0.000000000 0.000000000
## 951 0.027314815 0.463822751
## 1505 0.000000000 0.000000000
## 1614 0.000000000 0.000000000
## 1927 0.000000000 0.000000000
## 2481 0.000000000 0.000000000
## 2590 0.000000000 0.000000000
## 467 0.000000000 0.305039788
## pitch_type_percentage_3_SL pitch_type_percentage_2_FC
## 479 0.033333333 0.184760132
## 532 0.000000000 0.149346405
## 1032 0.148610363 0.000000000
## 1042 0.375000000 0.000000000
## 1047 0.000000000 0.000000000
## 1964 0.000000000 0.000000000
## 2148 0.000000000 0.000000000
## 2154 0.000000000 0.000000000
## 2192 0.000000000 0.422222222
## 2241 0.000000000 0.000000000
## 447 0.011111111 0.000000000
## 490 0.000000000 0.074040829
## 496 0.000000000 0.159468391
## 923 0.248069115 0.000000000
## 1038 0.000000000 0.000000000
## 1960 0.000000000 0.000000000
## 1984 0.000000000 0.000000000
## 1996 0.000000000 0.000000000
## 2009 0.000000000 0.000000000
## 2051 0.000000000 0.000000000
## 2085 0.000000000 0.000000000
## 342 0.329869738 0.000000000
## 362 0.121051874 0.000000000
## 896 0.463492063 0.000000000
## 1195 0.000000000 0.000000000
## 1389 0.000000000 0.000000000
## 1393 0.000000000 0.000000000
## 1463 0.000000000 0.000000000
## 1767 0.000000000 0.000000000
## 2587 0.000000000 0.000000000
## 2607 0.000000000 0.000000000
## 137 0.146047009 0.000000000
## 258 0.000000000 0.000000000
## 377 0.055681818 0.000000000
## 1581 0.000000000 0.000000000
## 1640 0.000000000 0.000000000
## 2382 0.000000000 0.000000000
## 2503 0.000000000 0.000000000
## 2622 0.000000000 0.000000000
## 69 0.000000000 0.006944444
## 136 0.000000000 0.019047619
## 1101 0.359236561 0.000000000
## 1268 0.000000000 0.000000000
## 1279 0.000000000 0.000000000
## 1308 0.000000000 0.000000000
## 1324 0.000000000 0.000000000
## 1330 0.000000000 0.000000000
## 2104 0.000000000 0.000000000
## 2314 0.000000000 0.000000000
## 2381 0.000000000 0.000000000
## 55 0.061428113 0.000000000
## 1153 0.000000000 0.000000000
## 1439 0.000000000 0.000000000
## 1617 0.000000000 0.000000000
## 1653 0.000000000 0.000000000
## 1737 0.000000000 0.000000000
## 1926 0.000000000 0.000000000
## 2300 0.000000000 0.000000000
## 238 0.063208683 0.000000000
## 1077 0.263041942 0.000000000
## 1159 0.000000000 0.000000000
## 1253 0.000000000 0.000000000
## 1387 0.000000000 0.000000000
## 1450 0.000000000 0.000000000
## 1915 0.000000000 0.000000000
## 2483 0.000000000 0.000000000
## 612 0.072331155 0.000000000
## 1229 0.000000000 0.000000000
## 1231 0.000000000 0.000000000
## 1349 0.000000000 0.000000000
## 1553 0.000000000 0.000000000
## 1660 0.000000000 0.000000000
## 1663 0.000000000 0.010256410
## 1959 0.000000000 0.000000000
## 6121 0.072331155 0.000000000
## 12291 0.000000000 0.000000000
## 12311 0.000000000 0.000000000
## 13491 0.000000000 0.000000000
## 15531 0.000000000 0.000000000
## 16601 0.000000000 0.000000000
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## pitch_type_percentage_3_CH pitch_type_percentage_3_SI
## 479 0.033333333 0.033333333
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## 2090 0.000000000 0.000000000
## 598 0.112237960 0.016483516
## 1155 0.000000000 0.000000000
## 13581 0.000000000 0.000000000
## 1533 0.000000000 0.000000000
## 2025 0.000000000 0.000000000
## 2035 0.000000000 0.000000000
## 2307 0.000000000 0.000000000
## 2498 0.000000000 0.000000000
## 5321 0.000000000 0.000000000
## 975 0.293110028 0.000000000
## 1040 0.256944444 0.208333333
## 1214 0.000000000 0.000000000
## 1612 0.000000000 0.000000000
## 2006 0.000000000 0.000000000
## 2338 0.000000000 0.000000000
## 2504 0.000000000 0.000000000
## 2536 0.000000000 0.000000000
## 279 0.000000000 0.000000000
## 351 0.000000000 0.000000000
## 1336 0.000000000 0.000000000
## 13492 0.000000000 0.000000000
## 1356 0.000000000 0.000000000
## 1417 0.000000000 0.000000000
## 15091 0.000000000 0.000000000
## 1542 0.000000000 0.000000000
## 2055 0.000000000 0.000000000
## 2273 0.000000000 0.000000000
## 2499 0.000000000 0.000000000
## 2566 0.000000000 0.000000000
## 51 0.094716464 0.118298436
## 365 0.000000000 0.262765523
## 552 0.000000000 0.000000000
## 630 0.000000000 0.009199134
## 1493 0.000000000 0.000000000
## 1506 0.000000000 0.000000000
## 1514 0.000000000 0.000000000
## 1925 0.000000000 0.000000000
## 2349 0.000000000 0.000000000
## 2413 0.000000000 0.000000000
## 2629 0.000000000 0.000000000
## 48 0.000000000 0.000000000
## 246 0.000000000 0.000000000
## 1428 0.000000000 0.000000000
## 14872 0.000000000 0.000000000
## 1503 0.000000000 0.000000000
## 16981 0.000000000 0.000000000
## 1700 0.000000000 0.000000000
## 2169 0.000000000 0.000000000
## 2178 0.000000000 0.000000000
## 2626 0.000000000 0.000000000
## 3951 0.000000000 0.000000000
## 1270 0.000000000 0.000000000
## 1315 0.000000000 0.000000000
## 1381 0.000000000 0.000000000
## 16531 0.000000000 0.000000000
## 1661 0.000000000 0.000000000
## 2027 0.000000000 0.000000000
## 2128 0.000000000 0.000000000
## 1220 0.000000000 0.000000000
## 1369 0.000000000 0.000000000
## 1392 0.000000000 0.000000000
## 1751 0.000000000 0.000000000
## 1988 0.000000000 0.000000000
## 2153 0.000000000 0.000000000
## 2167 0.000000000 0.000000000
## 2437 0.000000000 0.000000000
## 2454 0.000000000 0.000000000
## 2578 0.000000000 0.000000000
## 1097 0.013267783 0.022135417
## 1209 0.000000000 0.000000000
## 1335 0.000000000 0.000000000
## 1975 0.000000000 0.000000000
## 2187 0.000000000 0.000000000
## 2259 0.000000000 0.000000000
## 2341 0.000000000 0.000000000
## 2453 0.000000000 0.000000000
## 2522 0.000000000 0.000000000
## 574 0.092083333 0.091500000
## 590 0.000000000 0.000000000
## 983 0.000000000 0.004934211
## 1013 0.088475152 0.026721613
## 2076 0.000000000 0.000000000
## 2158 0.000000000 0.000000000
## 2177 0.000000000 0.000000000
## 2324 0.000000000 0.000000000
## 182 0.000000000 0.000000000
## 212 0.000000000 0.000000000
## 333 0.032329322 0.403151697
## 609 0.231322815 0.000000000
## 1162 0.000000000 0.000000000
## 1286 0.000000000 0.000000000
## 1426 0.000000000 0.000000000
## 1611 0.000000000 0.000000000
## 1882 0.000000000 0.000000000
## 1958 0.000000000 0.000000000
## 2038 0.000000000 0.000000000
## 2467 0.000000000 0.000000000
## 756 0.000000000 0.000000000
## 780 0.088904423 0.000000000
## 991 0.066171198 0.480780660
## 1305 0.000000000 0.000000000
## 1373 0.000000000 0.000000000
## 1459 0.000000000 0.000000000
## 1594 0.000000000 0.000000000
## 1860 0.000000000 0.000000000
## 613 0.000000000 0.033333333
## 1108 0.129951154 0.100462220
## 2279 0.000000000 0.000000000
## 2310 0.000000000 0.000000000
## 2333 0.000000000 0.000000000
## 2348 0.000000000 0.000000000
## 2372 0.000000000 0.000000000
## 2526 0.000000000 0.000000000
## 2574 0.000000000 0.000000000
## 111 0.000000000 0.222222222
## 1438 0.000000000 0.000000000
## 15041 0.000000000 0.000000000
## 1811 0.000000000 0.000000000
## 2092 0.000000000 0.000000000
## 2131 0.000000000 0.000000000
## 2410 0.000000000 0.000000000
## 2539 0.000000000 0.000000000
## 1111 0.000000000 0.222222222
## 14381 0.000000000 0.000000000
## 15042 0.000000000 0.000000000
## 18111 0.000000000 0.000000000
## 20921 0.000000000 0.000000000
## 21311 0.000000000 0.000000000
## 24101 0.000000000 0.000000000
## 25391 0.000000000 0.000000000
## 529 0.000000000 0.000000000
## 638 0.000000000 0.000000000
## 951 0.000000000 0.000000000
## 1505 0.000000000 0.000000000
## 1614 0.000000000 0.000000000
## 1927 0.000000000 0.000000000
## 2481 0.000000000 0.000000000
## 2590 0.000000000 0.000000000
## 467 0.268288427 0.000000000
## pitch_type_percentage_1_KC pitch_type_percentage_2_KC
## 479 0.000000000 0.000000000
## 532 0.000000000 0.000000000
## 1032 0.000000000 0.000000000
## 1042 0.000000000 0.000000000
## 1047 0.000000000 0.000000000
## 1964 0.000000000 0.000000000
## 2148 0.000000000 0.000000000
## 2154 0.000000000 0.000000000
## 2192 0.000000000 0.000000000
## 2241 0.000000000 0.000000000
## 447 0.000000000 0.000000000
## 490 0.018117070 0.005730212
## 496 0.000000000 0.000000000
## 923 0.005789474 0.000000000
## 1038 0.000000000 0.000000000
## 1960 0.000000000 0.000000000
## 1984 0.000000000 0.000000000
## 1996 0.000000000 0.000000000
## 2009 0.000000000 0.000000000
## 2051 0.000000000 0.000000000
## 2085 0.000000000 0.000000000
## 342 0.000000000 0.000000000
## 362 0.000000000 0.000000000
## 896 0.000000000 0.000000000
## 1195 0.000000000 0.000000000
## 1389 0.000000000 0.000000000
## 1393 0.000000000 0.000000000
## 1463 0.000000000 0.000000000
## 1767 0.000000000 0.000000000
## 2587 0.000000000 0.000000000
## 2607 0.000000000 0.000000000
## 137 0.000000000 0.000000000
## 258 0.085421025 0.003711201
## 377 0.000000000 0.000000000
## 1581 0.000000000 0.000000000
## 1640 0.000000000 0.000000000
## 2382 0.000000000 0.000000000
## 2503 0.000000000 0.000000000
## 2622 0.000000000 0.000000000
## 69 0.000000000 0.000000000
## 136 0.000000000 0.000000000
## 1101 0.000000000 0.000000000
## 1268 0.157786753 0.005390836
## 1279 0.000000000 0.000000000
## 1308 0.217169531 0.000000000
## 1324 0.000000000 0.000000000
## 1330 0.000000000 0.000000000
## 2104 0.000000000 0.000000000
## 2314 0.000000000 0.000000000
## 2381 0.000000000 0.000000000
## 55 0.000000000 0.000000000
## 1153 0.000000000 0.000000000
## 1439 0.000000000 0.000000000
## 1617 0.000000000 0.000000000
## 1653 0.000000000 0.000000000
## 1737 0.000000000 0.000000000
## 1926 0.000000000 0.000000000
## 2300 0.000000000 0.000000000
## 238 0.000000000 0.000000000
## 1077 0.000000000 0.000000000
## 1159 0.000000000 0.000000000
## 1253 0.000000000 0.000000000
## 1387 0.000000000 0.000000000
## 1450 0.000000000 0.000000000
## 1915 0.000000000 0.000000000
## 2483 0.000000000 0.000000000
## 612 0.000000000 0.000000000
## 1229 0.000000000 0.000000000
## 1231 0.000000000 0.000000000
## 1349 0.000000000 0.000000000
## 1553 0.000000000 0.000000000
## 1660 0.000000000 0.000000000
## 1663 0.000000000 0.000000000
## 1959 0.000000000 0.000000000
## 6121 0.000000000 0.000000000
## 12291 0.000000000 0.000000000
## 12311 0.000000000 0.000000000
## 13491 0.000000000 0.000000000
## 15531 0.000000000 0.000000000
## 16601 0.000000000 0.000000000
## 16631 0.000000000 0.000000000
## 19591 0.000000000 0.000000000
## 476 0.000000000 0.000000000
## 527 0.000000000 0.000000000
## 576 0.000000000 0.000000000
## 2047 0.000000000 0.000000000
## 2118 0.000000000 0.000000000
## 2133 0.000000000 0.000000000
## 2134 0.000000000 0.000000000
## 2139 0.000000000 0.000000000
## 2181 0.000000000 0.000000000
## 2190 0.000000000 0.000000000
## 2205 0.000000000 0.000000000
## 2206 0.000000000 0.000000000
## 758 0.000000000 0.000000000
## 820 0.000000000 0.000000000
## 1535 0.000000000 0.000000000
## 1546 0.000000000 0.000000000
## 1555 0.000000000 0.000000000
## 1618 0.000000000 0.000000000
## 1684 0.271034857 0.000000000
## 1740 0.000000000 0.000000000
## 1746 0.000000000 0.000000000
## 2515 0.000000000 0.000000000
## 2577 0.000000000 0.000000000
## 537 0.000000000 0.000000000
## 960 0.148592717 0.166499248
## 1068 0.000000000 0.000000000
## 12531 0.000000000 0.000000000
## 1301 0.000000000 0.000000000
## 1487 0.000000000 0.000000000
## 1508 0.000000000 0.000000000
## 1735 0.000000000 0.000000000
## 2294 0.000000000 0.000000000
## 805 0.000000000 0.000000000
## 1563 0.035597676 0.000000000
## 1576 0.000000000 0.000000000
## 1578 0.000000000 0.000000000
## 1588 0.000000000 0.000000000
## 1606 0.000000000 0.000000000
## 1644 0.000000000 0.000000000
## 1650 0.000000000 0.000000000
## 1655 0.000000000 0.000000000
## 1679 0.000000000 0.000000000
## 1698 0.000000000 0.000000000
## 1712 0.000000000 0.000000000
## 1722 0.000000000 0.000000000
## 1745 0.000000000 0.000000000
## 2562 0.000000000 0.000000000
## 366 0.000000000 0.000000000
## 389 0.000000000 0.000000000
## 424 0.000000000 0.000000000
## 1627 0.000000000 0.000000000
## 1668 0.205214636 0.000000000
## 2123 0.000000000 0.000000000
## 2146 0.000000000 0.000000000
## 21811 0.000000000 0.000000000
## 231 0.000000000 0.000000000
## 592 0.000000000 0.000000000
## 813 0.000000000 0.000000000
## 1088 0.000000000 0.000000000
## 1449 0.000000000 0.000000000
## 1670 0.000000000 0.000000000
## 1945 0.000000000 0.000000000
## 2306 0.000000000 0.000000000
## 2527 0.000000000 0.000000000
## 340 0.000000000 0.000000000
## 429 0.000000000 0.000000000
## 807 0.000000000 0.000000000
## 9231 0.005789474 0.000000000
## 1867 0.000000000 0.000000000
## 1956 0.000000000 0.000000000
## 2334 0.000000000 0.000000000
## 2450 0.000000000 0.000000000
## 372 0.181369844 0.174504591
## 412 0.000000000 0.000000000
## 775 0.000000000 0.000000000
## 1358 0.000000000 0.000000000
## 1448 0.000000000 0.000000000
## 1899 0.000000000 0.000000000
## 1939 0.000000000 0.000000000
## 2302 0.000000000 0.000000000
## 347 0.000000000 0.000000000
## 743 0.000000000 0.000000000
## 1374 0.000000000 0.000000000
## 1376 0.000000000 0.000000000
## 14871 0.000000000 0.000000000
## 1509 0.000000000 0.000000000
## 1874 0.000000000 0.000000000
## 2270 0.000000000 0.000000000
## 711 0.163155683 0.168342986
## 10421 0.000000000 0.000000000
## 1161 0.351844455 0.003125000
## 1235 0.000000000 0.000000000
## 1300 0.000000000 0.000000000
## 1320 0.000000000 0.000000000
## 2238 0.000000000 0.000000000
## 2569 0.000000000 0.000000000
## 395 0.000000000 0.000000000
## 1429 0.000000000 0.000000000
## 1440 0.000000000 0.000000000
## 1443 0.000000000 0.000000000
## 1474 0.000000000 0.000000000
## 1501 0.000000000 0.000000000
## 1502 0.000000000 0.000000000
## 1504 0.000000000 0.000000000
## 1516 0.000000000 0.000000000
## 1922 0.000000000 0.000000000
## 222 0.000000000 0.000000000
## 4791 0.000000000 0.000000000
## 1254 0.000000000 0.000000000
## 1343 0.000000000 0.000000000
## 1671 0.000000000 0.000000000
## 1705 0.000000000 0.000000000
## 1719 0.000000000 0.000000000
## 1830 0.000000000 0.000000000
## 1172 0.000000000 0.000000000
## 11951 0.000000000 0.000000000
## 1311 0.000000000 0.000000000
## 1313 0.000000000 0.000000000
## 1353 0.000000000 0.000000000
## 1360 0.000000000 0.000000000
## 1895 0.000000000 0.000000000
## 1983 0.000000000 0.000000000
## 2248 0.000000000 0.000000000
## 2357 0.000000000 0.000000000
## 226 0.000000000 0.000000000
## 480 0.000000000 0.000000000
## 845 0.000000000 0.000000000
## 1552 0.000000000 0.000000000
## 1609 0.000000000 0.000000000
## 1703 0.000000000 0.000000000
## 1728 0.000000000 0.000000000
## 2145 0.000000000 0.000000000
## 249 0.000000000 0.000000000
## 251 0.000000000 0.000000000
## 506 0.429432227 0.365028874
## 556 0.000000000 0.000000000
## 1208 0.000000000 0.000000000
## 1283 0.000000000 0.000000000
## 1284 0.000000000 0.000000000
## 2345 0.000000000 0.000000000
## 2565 0.000000000 0.000000000
## 317 0.000000000 0.000000000
## 335 0.000000000 0.000000000
## 663 0.000000000 0.000000000
## 1333 0.000000000 0.000000000
## 1475 0.000000000 0.000000000
## 19961 0.000000000 0.000000000
## 2113 0.000000000 0.000000000
## 2368 0.000000000 0.000000000
## 22 0.176277426 0.000000000
## 63 0.399977452 0.000000000
## 168 0.000000000 0.000000000
## 174 0.000000000 0.000000000
## 673 0.000000000 0.000000000
## 1177 0.000000000 0.000000000
## 1180 0.408451524 0.000000000
## 1260 0.045983919 0.000000000
## 1744 0.000000000 0.000000000
## 1759 0.000000000 0.000000000
## 2222 0.000000000 0.000000000
## 2362 0.000000000 0.000000000
## 2530 0.000000000 0.000000000
## 2600 0.000000000 0.000000000
## 2641 0.000000000 0.000000000
## 7581 0.000000000 0.000000000
## 1178 0.000000000 0.000000000
## 1287 0.000000000 0.000000000
## 1445 0.000000000 0.000000000
## 19561 0.000000000 0.000000000
## 2229 0.000000000 0.000000000
## 2246 0.000000000 0.000000000
## 2312 0.263217635 0.022321429
## 2412 0.000000000 0.000000000
## 173 0.000000000 0.000000000
## 315 0.000000000 0.000000000
## 376 0.267683357 0.006451613
## 1630 0.000000000 0.000000000
## 1646 0.000000000 0.000000000
## 1683 0.000000000 0.000000000
## 1891 0.000000000 0.000000000
## 1930 0.000000000 0.000000000
## 2007 0.000000000 0.000000000
## 2252 0.000000000 0.000000000
## 2471 0.000000000 0.000000000
## 2511 0.000000000 0.000000000
## 152 0.000000000 0.000000000
## 307 0.000000000 0.000000000
## 414 0.000000000 0.000000000
## 1185 0.050451418 0.000000000
## 1331 0.000000000 0.000000000
## 1351 0.000000000 0.000000000
## 1565 0.000000000 0.000000000
## 1718 0.000000000 0.000000000
## 1808 0.000000000 0.000000000
## 2013 0.000000000 0.000000000
## 2031 0.000000000 0.000000000
## 2090 0.000000000 0.000000000
## 598 0.000000000 0.000000000
## 1155 0.000000000 0.000000000
## 13581 0.000000000 0.000000000
## 1533 0.000000000 0.000000000
## 2025 0.000000000 0.000000000
## 2035 0.000000000 0.000000000
## 2307 0.000000000 0.000000000
## 2498 0.000000000 0.000000000
## 5321 0.000000000 0.000000000
## 975 0.000000000 0.000000000
## 1040 0.000000000 0.000000000
## 1214 0.000000000 0.000000000
## 1612 0.000000000 0.000000000
## 2006 0.000000000 0.000000000
## 2338 0.000000000 0.000000000
## 2504 0.000000000 0.000000000
## 2536 0.000000000 0.000000000
## 279 0.000000000 0.000000000
## 351 0.000000000 0.000000000
## 1336 0.000000000 0.000000000
## 13492 0.000000000 0.000000000
## 1356 0.000000000 0.000000000
## 1417 0.000000000 0.000000000
## 15091 0.000000000 0.000000000
## 1542 0.000000000 0.000000000
## 2055 0.000000000 0.000000000
## 2273 0.000000000 0.000000000
## 2499 0.000000000 0.000000000
## 2566 0.000000000 0.000000000
## 51 0.000000000 0.000000000
## 365 0.000000000 0.000000000
## 552 0.000000000 0.000000000
## 630 0.000000000 0.000000000
## 1493 0.000000000 0.000000000
## 1506 0.000000000 0.000000000
## 1514 0.000000000 0.000000000
## 1925 0.000000000 0.000000000
## 2349 0.000000000 0.000000000
## 2413 0.000000000 0.000000000
## 2629 0.000000000 0.000000000
## 48 0.000000000 0.000000000
## 246 0.000000000 0.000000000
## 1428 0.000000000 0.000000000
## 14872 0.000000000 0.000000000
## 1503 0.000000000 0.000000000
## 16981 0.000000000 0.000000000
## 1700 0.000000000 0.000000000
## 2169 0.000000000 0.000000000
## 2178 0.000000000 0.000000000
## 2626 0.000000000 0.000000000
## 3951 0.000000000 0.000000000
## 1270 0.000000000 0.000000000
## 1315 0.000000000 0.000000000
## 1381 0.000000000 0.000000000
## 16531 0.000000000 0.000000000
## 1661 0.000000000 0.000000000
## 2027 0.000000000 0.000000000
## 2128 0.000000000 0.000000000
## 1220 0.000000000 0.000000000
## 1369 0.000000000 0.000000000
## 1392 0.000000000 0.000000000
## 1751 0.000000000 0.000000000
## 1988 0.000000000 0.000000000
## 2153 0.000000000 0.000000000
## 2167 0.000000000 0.000000000
## 2437 0.000000000 0.000000000
## 2454 0.150539205 0.000000000
## 2578 0.000000000 0.000000000
## 1097 0.000000000 0.000000000
## 1209 0.000000000 0.000000000
## 1335 0.000000000 0.000000000
## 1975 0.000000000 0.000000000
## 2187 0.000000000 0.000000000
## 2259 0.000000000 0.000000000
## 2341 0.000000000 0.000000000
## 2453 0.000000000 0.000000000
## 2522 0.000000000 0.000000000
## 574 0.000000000 0.000000000
## 590 0.000000000 0.000000000
## 983 0.121230189 0.154266531
## 1013 0.000000000 0.000000000
## 2076 0.000000000 0.000000000
## 2158 0.000000000 0.000000000
## 2177 0.000000000 0.000000000
## 2324 0.000000000 0.000000000
## 182 0.000000000 0.000000000
## 212 0.000000000 0.000000000
## 333 0.000000000 0.000000000
## 609 0.000000000 0.000000000
## 1162 0.000000000 0.000000000
## 1286 0.000000000 0.000000000
## 1426 0.000000000 0.000000000
## 1611 0.000000000 0.000000000
## 1882 0.000000000 0.000000000
## 1958 0.156353186 0.000000000
## 2038 0.000000000 0.000000000
## 2467 0.000000000 0.000000000
## 756 0.000000000 0.000000000
## 780 0.055309462 0.088069888
## 991 0.000000000 0.000000000
## 1305 0.000000000 0.000000000
## 1373 0.000000000 0.000000000
## 1459 0.000000000 0.000000000
## 1594 0.000000000 0.000000000
## 1860 0.000000000 0.000000000
## 613 0.000000000 0.000000000
## 1108 0.000000000 0.000000000
## 2279 0.000000000 0.000000000
## 2310 0.000000000 0.000000000
## 2333 0.000000000 0.000000000
## 2348 0.000000000 0.000000000
## 2372 0.000000000 0.000000000
## 2526 0.000000000 0.000000000
## 2574 0.000000000 0.000000000
## 111 0.000000000 0.000000000
## 1438 0.000000000 0.000000000
## 15041 0.000000000 0.000000000
## 1811 0.000000000 0.000000000
## 2092 0.000000000 0.000000000
## 2131 0.000000000 0.000000000
## 2410 0.000000000 0.000000000
## 2539 0.190525667 0.000000000
## 1111 0.000000000 0.000000000
## 14381 0.000000000 0.000000000
## 15042 0.000000000 0.000000000
## 18111 0.000000000 0.000000000
## 20921 0.000000000 0.000000000
## 21311 0.000000000 0.000000000
## 24101 0.000000000 0.000000000
## 25391 0.190525667 0.000000000
## 529 0.000000000 0.000000000
## 638 0.000000000 0.000000000
## 951 0.000000000 0.000000000
## 1505 0.000000000 0.000000000
## 1614 0.000000000 0.000000000
## 1927 0.000000000 0.000000000
## 2481 0.000000000 0.000000000
## 2590 0.000000000 0.000000000
## 467 0.000000000 0.000000000
## pitch_type_percentage_3_KC pitch_type_percentage_1_ST
## 479 0.000000000 0.000000000
## 532 0.000000000 0.000000000
## 1032 0.000000000 0.000000000
## 1042 0.000000000 0.000000000
## 1047 0.000000000 0.000000000
## 1964 0.000000000 0.174943867
## 2148 0.000000000 0.000000000
## 2154 0.000000000 0.000000000
## 2192 0.000000000 0.168915344
## 2241 0.000000000 0.000000000
## 447 0.000000000 0.000000000
## 490 0.002564103 0.000000000
## 496 0.000000000 0.000000000
## 923 0.000000000 0.000000000
## 1038 0.000000000 0.000000000
## 1960 0.000000000 0.000000000
## 1984 0.000000000 0.000000000
## 1996 0.000000000 0.000000000
## 2009 0.000000000 0.000000000
## 2051 0.000000000 0.000000000
## 2085 0.000000000 0.099647297
## 342 0.000000000 0.000000000
## 362 0.000000000 0.062339129
## 896 0.000000000 0.000000000
## 1195 0.000000000 0.000000000
## 1389 0.000000000 0.000000000
## 1393 0.000000000 0.000000000
## 1463 0.000000000 0.000000000
## 1767 0.000000000 0.000000000
## 2587 0.000000000 0.000000000
## 2607 0.000000000 0.136638040
## 137 0.000000000 0.000000000
## 258 0.000000000 0.000000000
## 377 0.000000000 0.000000000
## 1581 0.000000000 0.000000000
## 1640 0.000000000 0.000000000
## 2382 0.000000000 0.000000000
## 2503 0.000000000 0.000000000
## 2622 0.000000000 0.000000000
## 69 0.000000000 0.000000000
## 136 0.000000000 0.000000000
## 1101 0.000000000 0.000000000
## 1268 0.000000000 0.000000000
## 1279 0.000000000 0.000000000
## 1308 0.000000000 0.000000000
## 1324 0.000000000 0.000000000
## 1330 0.000000000 0.000000000
## 2104 0.000000000 0.000000000
## 2314 0.000000000 0.000000000
## 2381 0.000000000 0.000000000
## 55 0.000000000 0.000000000
## 1153 0.000000000 0.000000000
## 1439 0.000000000 0.000000000
## 1617 0.000000000 0.000000000
## 1653 0.000000000 0.000000000
## 1737 0.000000000 0.000000000
## 1926 0.000000000 0.000000000
## 2300 0.000000000 0.000000000
## 238 0.000000000 0.146235957
## 1077 0.000000000 0.000000000
## 1159 0.000000000 0.000000000
## 1253 0.000000000 0.000000000
## 1387 0.000000000 0.000000000
## 1450 0.000000000 0.000000000
## 1915 0.000000000 0.000000000
## 2483 0.000000000 0.000000000
## 612 0.000000000 0.000000000
## 1229 0.000000000 0.000000000
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## 1335 0.000000000 0.000000000
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## 951 0.000000000 0.000000000
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## 2590 0.000000000 0.000000000
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## pitch_type_percentage_2_CU pitch_type_percentage_1_FS
## 479 0.000000000 0.000000000
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## 1047 0.146341463 0.000000000
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## 1038 0.287075453 0.000000000
## 1960 0.000000000 0.000000000
## 1984 0.000000000 0.020299145
## 1996 0.000000000 0.000000000
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## 775 0.115831843 0.000000000
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## 1448 0.000000000 0.000000000
## 1899 0.000000000 0.000000000
## 1939 0.000000000 0.000000000
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## 1504 0.000000000 0.000000000
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## 1922 0.000000000 0.000000000
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## 1353 0.000000000 0.000000000
## 1360 0.000000000 0.000000000
## 1895 0.000000000 0.000000000
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## 1178 0.000000000 0.000000000
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## 19561 0.141414141 0.000000000
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## 1630 0.000000000 0.000000000
## 1646 0.000000000 0.000000000
## 1683 0.000000000 0.089040109
## 1891 0.000000000 0.000000000
## 1930 0.000000000 0.000000000
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## 1351 0.000000000 0.000000000
## 1565 0.000000000 0.000000000
## 1718 0.000000000 0.000000000
## 1808 0.000000000 0.000000000
## 2013 0.008049242 0.000000000
## 2031 0.000000000 0.000000000
## 2090 0.000000000 0.000000000
## 598 0.156340940 0.000000000
## 1155 0.000000000 0.000000000
## 13581 0.000000000 0.000000000
## 1533 0.000000000 0.000000000
## 2025 0.000000000 0.000000000
## 2035 0.000000000 0.000000000
## 2307 0.000000000 0.000000000
## 2498 0.006250000 0.000000000
## 5321 0.078179990 0.000000000
## 975 0.073074083 0.000000000
## 1040 0.175549241 0.000000000
## 1214 0.000000000 0.000000000
## 1612 0.000000000 0.000000000
## 2006 0.000000000 0.000000000
## 2338 0.000000000 0.000000000
## 2504 0.000000000 0.000000000
## 2536 0.000000000 0.000000000
## 279 0.000000000 0.000000000
## 351 0.001893939 0.106479937
## 1336 0.000000000 0.000000000
## 13492 0.000000000 0.000000000
## 1356 0.000000000 0.215399392
## 1417 0.000000000 0.000000000
## 15091 0.000000000 0.000000000
## 1542 0.000000000 0.000000000
## 2055 0.000000000 0.000000000
## 2273 0.000000000 0.000000000
## 2499 0.000000000 0.000000000
## 2566 0.000000000 0.000000000
## 51 0.027240854 0.000000000
## 365 0.000000000 0.249983098
## 552 0.000000000 0.014302167
## 630 0.000000000 0.000000000
## 1493 0.000000000 0.000000000
## 1506 0.000000000 0.000000000
## 1514 0.000000000 0.000000000
## 1925 0.000000000 0.358886775
## 2349 0.000000000 0.000000000
## 2413 0.000000000 0.000000000
## 2629 0.000000000 0.000000000
## 48 0.000000000 0.000000000
## 246 0.000000000 0.000000000
## 1428 0.000000000 0.000000000
## 14872 0.000000000 0.184772373
## 1503 0.000000000 0.000000000
## 16981 0.000000000 0.000000000
## 1700 0.000000000 0.000000000
## 2169 0.000000000 0.000000000
## 2178 0.000000000 0.000000000
## 2626 0.000000000 0.000000000
## 3951 0.000000000 0.000000000
## 1270 0.000000000 0.000000000
## 1315 0.000000000 0.000000000
## 1381 0.000000000 0.000000000
## 16531 0.000000000 0.000000000
## 1661 0.000000000 0.000000000
## 2027 0.000000000 0.000000000
## 2128 0.000000000 0.000000000
## 1220 0.000000000 0.000000000
## 1369 0.000000000 0.000000000
## 1392 0.000000000 0.000000000
## 1751 0.000000000 0.000000000
## 1988 0.000000000 0.000000000
## 2153 0.000000000 0.000000000
## 2167 0.025000000 0.000000000
## 2437 0.061327561 0.000000000
## 2454 0.000000000 0.000000000
## 2578 0.000000000 0.000000000
## 1097 0.161522726 0.003554336
## 1209 0.000000000 0.000000000
## 1335 0.000000000 0.000000000
## 1975 0.000000000 0.000000000
## 2187 0.000000000 0.000000000
## 2259 0.000000000 0.000000000
## 2341 0.000000000 0.000000000
## 2453 0.000000000 0.000000000
## 2522 0.000000000 0.000000000
## 574 0.300649250 0.000000000
## 590 0.008888889 0.000000000
## 983 0.000000000 0.100481020
## 1013 0.233674439 0.000000000
## 2076 0.000000000 0.000000000
## 2158 0.000000000 0.000000000
## 2177 0.000000000 0.000000000
## 2324 0.000000000 0.000000000
## 182 0.002962963 0.005656502
## 212 0.003921569 0.000000000
## 333 0.087850189 0.000000000
## 609 0.212844395 0.000000000
## 1162 0.015625000 0.000000000
## 1286 0.000000000 0.000000000
## 1426 0.000000000 0.000000000
## 1611 0.000000000 0.000000000
## 1882 0.000000000 0.000000000
## 1958 0.000000000 0.000000000
## 2038 0.000000000 0.248916483
## 2467 0.000000000 0.000000000
## 756 0.266666667 0.000000000
## 780 0.000000000 0.000000000
## 991 0.000000000 0.000000000
## 1305 0.000000000 0.000000000
## 1373 0.000000000 0.000000000
## 1459 0.000000000 0.000000000
## 1594 0.000000000 0.000000000
## 1860 0.000000000 0.000000000
## 613 0.000000000 0.000000000
## 1108 0.220741619 0.000000000
## 2279 0.000000000 0.000000000
## 2310 0.000000000 0.000000000
## 2333 0.025641026 0.000000000
## 2348 0.052631579 0.000000000
## 2372 0.000000000 0.000000000
## 2526 0.000000000 0.000000000
## 2574 0.000000000 0.000000000
## 111 0.113736926 0.000000000
## 1438 0.034979424 0.000000000
## 15041 0.000000000 0.000000000
## 1811 0.000000000 0.000000000
## 2092 0.000000000 0.000000000
## 2131 0.000000000 0.000000000
## 2410 0.000000000 0.000000000
## 2539 0.000000000 0.000000000
## 1111 0.113736926 0.000000000
## 14381 0.034979424 0.000000000
## 15042 0.000000000 0.000000000
## 18111 0.000000000 0.000000000
## 20921 0.000000000 0.000000000
## 21311 0.000000000 0.000000000
## 24101 0.000000000 0.000000000
## 25391 0.000000000 0.000000000
## 529 0.000000000 0.000000000
## 638 0.000000000 0.000000000
## 951 0.000000000 0.183809524
## 1505 0.000000000 0.000000000
## 1614 0.000000000 0.000000000
## 1927 0.030381383 0.000000000
## 2481 0.000000000 0.000000000
## 2590 0.000000000 0.000000000
## 467 0.000000000 0.000000000
## pitch_type_percentage_2_FS pitch_type_percentage_3_CU
## 479 0.000000000 0.000000000
## 532 0.000000000 0.000000000
## 1032 0.000000000 0.004807692
## 1042 0.000000000 0.000000000
## 1047 0.000000000 0.000000000
## 1964 0.000000000 0.000000000
## 2148 0.000000000 0.000000000
## 2154 0.000000000 0.000000000
## 2192 0.000000000 0.000000000
## 2241 0.000000000 0.000000000
## 447 0.566935773 0.000000000
## 490 0.000000000 0.000000000
## 496 0.000000000 0.047368421
## 923 0.000000000 0.000000000
## 1038 0.000000000 0.302935898
## 1960 0.000000000 0.000000000
## 1984 0.000000000 0.000000000
## 1996 0.000000000 0.000000000
## 2009 0.000000000 0.000000000
## 2051 0.000000000 0.000000000
## 2085 0.055767762 0.000000000
## 342 0.000000000 0.000000000
## 362 0.091136664 0.000000000
## 896 0.000000000 0.055555556
## 1195 0.000000000 0.000000000
## 1389 0.000000000 0.000000000
## 1393 0.000000000 0.000000000
## 1463 0.000000000 0.000000000
## 1767 0.000000000 0.000000000
## 2587 0.000000000 0.000000000
## 2607 0.000000000 0.000000000
## 137 0.000000000 0.100100297
## 258 0.000000000 0.000000000
## 377 0.000000000 0.000000000
## 1581 0.000000000 0.000000000
## 1640 0.000000000 0.000000000
## 2382 0.000000000 0.000000000
## 2503 0.000000000 0.000000000
## 2622 0.000000000 0.000000000
## 69 0.000000000 0.000000000
## 136 0.000000000 0.000000000
## 1101 0.000000000 0.000000000
## 1268 0.000000000 0.000000000
## 1279 0.000000000 0.000000000
## 1308 0.000000000 0.000000000
## 1324 0.000000000 0.000000000
## 1330 0.000000000 0.000000000
## 2104 0.000000000 0.000000000
## 2314 0.000000000 0.000000000
## 2381 0.000000000 0.000000000
## 55 0.000000000 0.073902161
## 1153 0.000000000 0.000000000
## 1439 0.000000000 0.000000000
## 1617 0.000000000 0.000000000
## 1653 0.000000000 0.000000000
## 1737 0.000000000 0.000000000
## 1926 0.000000000 0.000000000
## 2300 0.000000000 0.000000000
## 238 0.000000000 0.115911676
## 1077 0.000000000 0.007025904
## 1159 0.000000000 0.000000000
## 1253 0.000000000 0.000000000
## 1387 0.000000000 0.000000000
## 1450 0.000000000 0.000000000
## 1915 0.000000000 0.000000000
## 2483 0.000000000 0.000000000
## 612 0.000000000 0.081699346
## 1229 0.000000000 0.000000000
## 1231 0.000000000 0.000000000
## 1349 0.000000000 0.000000000
## 1553 0.000000000 0.000000000
## 1660 0.000000000 0.000000000
## 1663 0.000000000 0.000000000
## 1959 0.000000000 0.000000000
## 6121 0.000000000 0.081699346
## 12291 0.000000000 0.000000000
## 12311 0.000000000 0.000000000
## 13491 0.000000000 0.000000000
## 15531 0.000000000 0.000000000
## 16601 0.000000000 0.000000000
## 16631 0.000000000 0.000000000
## 19591 0.000000000 0.000000000
## 476 0.000000000 0.000000000
## 527 0.000000000 0.046016484
## 576 0.000000000 0.000000000
## 2047 0.000000000 0.000000000
## 2118 0.000000000 0.000000000
## 2133 0.000000000 0.000000000
## 2134 0.000000000 0.000000000
## 2139 0.000000000 0.000000000
## 2181 0.000000000 0.000000000
## 2190 0.000000000 0.000000000
## 2205 0.000000000 0.000000000
## 2206 0.000000000 0.000000000
## 758 0.182596867 0.030860558
## 820 0.000000000 0.046160523
## 1535 0.000000000 0.000000000
## 1546 0.000000000 0.000000000
## 1555 0.000000000 0.000000000
## 1618 0.000000000 0.000000000
## 1684 0.000000000 0.000000000
## 1740 0.000000000 0.000000000
## 1746 0.000000000 0.000000000
## 2515 0.000000000 0.000000000
## 2577 0.000000000 0.000000000
## 537 0.000000000 0.000000000
## 960 0.000000000 0.000000000
## 1068 0.000000000 0.023237179
## 12531 0.000000000 0.000000000
## 1301 0.000000000 0.000000000
## 1487 0.000000000 0.000000000
## 1508 0.000000000 0.000000000
## 1735 0.000000000 0.000000000
## 2294 0.000000000 0.000000000
## 805 0.000000000 0.277777778
## 1563 0.000000000 0.000000000
## 1576 0.000000000 0.000000000
## 1578 0.000000000 0.000000000
## 1588 0.000000000 0.000000000
## 1606 0.000000000 0.000000000
## 1644 0.000000000 0.000000000
## 1650 0.000000000 0.000000000
## 1655 0.000000000 0.000000000
## 1679 0.000000000 0.000000000
## 1698 0.000000000 0.000000000
## 1712 0.000000000 0.000000000
## 1722 0.000000000 0.000000000
## 1745 0.000000000 0.000000000
## 2562 0.000000000 0.000000000
## 366 0.000000000 0.095389998
## 389 0.000000000 0.000000000
## 424 0.000000000 0.000000000
## 1627 0.000000000 0.000000000
## 1668 0.000000000 0.000000000
## 2123 0.000000000 0.000000000
## 2146 0.000000000 0.000000000
## 21811 0.000000000 0.000000000
## 231 0.000000000 0.000000000
## 592 0.000000000 0.000000000
## 813 0.000000000 0.230769231
## 1088 0.000000000 0.077279202
## 1449 0.000000000 0.000000000
## 1670 0.000000000 0.000000000
## 1945 0.000000000 0.000000000
## 2306 0.000000000 0.000000000
## 2527 0.000000000 0.000000000
## 340 0.000000000 0.000000000
## 429 0.000000000 0.023067496
## 807 0.000000000 0.034306977
## 9231 0.000000000 0.000000000
## 1867 0.000000000 0.000000000
## 1956 0.000000000 0.000000000
## 2334 0.000000000 0.000000000
## 2450 0.000000000 0.000000000
## 372 0.000000000 0.000000000
## 412 0.000000000 0.000000000
## 775 0.000000000 0.000000000
## 1358 0.000000000 0.000000000
## 1448 0.000000000 0.000000000
## 1899 0.000000000 0.000000000
## 1939 0.000000000 0.000000000
## 2302 0.000000000 0.000000000
## 347 0.000000000 0.000000000
## 743 0.000000000 0.031790904
## 1374 0.000000000 0.000000000
## 1376 0.000000000 0.000000000
## 14871 0.000000000 0.000000000
## 1509 0.000000000 0.000000000
## 1874 0.000000000 0.000000000
## 2270 0.000000000 0.000000000
## 711 0.000000000 0.000000000
## 10421 0.000000000 0.000000000
## 1161 0.000000000 0.000000000
## 1235 0.000000000 0.000000000
## 1300 0.000000000 0.000000000
## 1320 0.000000000 0.000000000
## 2238 0.000000000 0.000000000
## 2569 0.000000000 0.000000000
## 395 0.000000000 0.000000000
## 1429 0.000000000 0.000000000
## 1440 0.000000000 0.000000000
## 1443 0.000000000 0.000000000
## 1474 0.017940199 0.000000000
## 1501 0.000000000 0.000000000
## 1502 0.000000000 0.000000000
## 1504 0.000000000 0.000000000
## 1516 0.000000000 0.000000000
## 1922 0.000000000 0.000000000
## 222 0.000000000 0.000000000
## 4791 0.000000000 0.000000000
## 1254 0.000000000 0.000000000
## 1343 0.000000000 0.000000000
## 1671 0.067099567 0.000000000
## 1705 0.000000000 0.000000000
## 1719 0.000000000 0.000000000
## 1830 0.000000000 0.000000000
## 1172 0.000000000 0.000000000
## 11951 0.000000000 0.000000000
## 1311 0.000000000 0.000000000
## 1313 0.000000000 0.000000000
## 1353 0.000000000 0.000000000
## 1360 0.000000000 0.000000000
## 1895 0.000000000 0.000000000
## 1983 0.000000000 0.000000000
## 2248 0.000000000 0.000000000
## 2357 0.000000000 0.000000000
## 226 0.000000000 0.000000000
## 480 0.000000000 0.000000000
## 845 0.000000000 0.152755497
## 1552 0.000000000 0.000000000
## 1609 0.000000000 0.000000000
## 1703 0.000000000 0.000000000
## 1728 0.000000000 0.000000000
## 2145 0.000000000 0.000000000
## 249 0.000000000 0.125661376
## 251 0.000000000 0.000000000
## 506 0.000000000 0.000000000
## 556 0.000000000 0.000000000
## 1208 0.000000000 0.000000000
## 1283 0.000000000 0.000000000
## 1284 0.000000000 0.000000000
## 2345 0.000000000 0.000000000
## 2565 0.000000000 0.000000000
## 317 0.000000000 0.000000000
## 335 0.000000000 0.000000000
## 663 0.000000000 0.173994253
## 1333 0.000000000 0.000000000
## 1475 0.000000000 0.000000000
## 19961 0.000000000 0.000000000
## 2113 0.000000000 0.000000000
## 2368 0.000000000 0.000000000
## 22 0.000000000 0.000000000
## 63 0.000000000 0.000000000
## 168 0.000000000 0.021567468
## 174 0.000000000 0.000000000
## 673 0.000000000 0.010416667
## 1177 0.000000000 0.000000000
## 1180 0.000000000 0.000000000
## 1260 0.000000000 0.000000000
## 1744 0.000000000 0.000000000
## 1759 0.000000000 0.000000000
## 2222 0.000000000 0.000000000
## 2362 0.000000000 0.000000000
## 2530 0.000000000 0.000000000
## 2600 0.000000000 0.000000000
## 2641 0.000000000 0.000000000
## 7581 0.182596867 0.030860558
## 1178 0.000000000 0.000000000
## 1287 0.000000000 0.000000000
## 1445 0.000000000 0.000000000
## 19561 0.000000000 0.000000000
## 2229 0.000000000 0.000000000
## 2246 0.000000000 0.000000000
## 2312 0.000000000 0.000000000
## 2412 0.000000000 0.000000000
## 173 0.000000000 0.000000000
## 315 0.000000000 0.000000000
## 376 0.000000000 0.000000000
## 1630 0.000000000 0.000000000
## 1646 0.000000000 0.000000000
## 1683 0.000000000 0.000000000
## 1891 0.000000000 0.000000000
## 1930 0.000000000 0.000000000
## 2007 0.000000000 0.000000000
## 2252 0.000000000 0.000000000
## 2471 0.000000000 0.000000000
## 2511 0.000000000 0.000000000
## 152 0.000000000 0.000000000
## 307 0.000000000 0.000000000
## 414 0.000000000 0.000000000
## 1185 0.000000000 0.000000000
## 1331 0.000000000 0.000000000
## 1351 0.000000000 0.000000000
## 1565 0.000000000 0.000000000
## 1718 0.000000000 0.000000000
## 1808 0.000000000 0.000000000
## 2013 0.000000000 0.000000000
## 2031 0.000000000 0.000000000
## 2090 0.000000000 0.000000000
## 598 0.000000000 0.101345083
## 1155 0.000000000 0.000000000
## 13581 0.000000000 0.000000000
## 1533 0.000000000 0.000000000
## 2025 0.000000000 0.000000000
## 2035 0.000000000 0.000000000
## 2307 0.000000000 0.000000000
## 2498 0.000000000 0.050000000
## 5321 0.000000000 0.000000000
## 975 0.000000000 0.064996699
## 1040 0.000000000 0.118055556
## 1214 0.000000000 0.000000000
## 1612 0.000000000 0.000000000
## 2006 0.000000000 0.000000000
## 2338 0.000000000 0.000000000
## 2504 0.000000000 0.000000000
## 2536 0.000000000 0.000000000
## 279 0.000000000 0.000000000
## 351 0.002840909 0.000000000
## 1336 0.000000000 0.000000000
## 13492 0.000000000 0.000000000
## 1356 0.000000000 0.000000000
## 1417 0.000000000 0.000000000
## 15091 0.000000000 0.000000000
## 1542 0.000000000 0.000000000
## 2055 0.000000000 0.000000000
## 2273 0.000000000 0.000000000
## 2499 0.000000000 0.000000000
## 2566 0.000000000 0.000000000
## 51 0.000000000 0.027033278
## 365 0.228013391 0.000000000
## 552 0.000000000 0.000000000
## 630 0.000000000 0.000000000
## 1493 0.000000000 0.000000000
## 1506 0.000000000 0.000000000
## 1514 0.000000000 0.000000000
## 1925 0.000000000 0.000000000
## 2349 0.000000000 0.000000000
## 2413 0.000000000 0.000000000
## 2629 0.000000000 0.000000000
## 48 0.000000000 0.000000000
## 246 0.000000000 0.000000000
## 1428 0.000000000 0.000000000
## 14872 0.000000000 0.000000000
## 1503 0.000000000 0.000000000
## 16981 0.000000000 0.000000000
## 1700 0.000000000 0.000000000
## 2169 0.000000000 0.000000000
## 2178 0.000000000 0.000000000
## 2626 0.000000000 0.000000000
## 3951 0.000000000 0.000000000
## 1270 0.000000000 0.000000000
## 1315 0.000000000 0.000000000
## 1381 0.000000000 0.000000000
## 16531 0.000000000 0.000000000
## 1661 0.000000000 0.000000000
## 2027 0.000000000 0.000000000
## 2128 0.000000000 0.000000000
## 1220 0.000000000 0.000000000
## 1369 0.000000000 0.000000000
## 1392 0.000000000 0.000000000
## 1751 0.000000000 0.000000000
## 1988 0.000000000 0.000000000
## 2153 0.000000000 0.000000000
## 2167 0.000000000 0.000000000
## 2437 0.000000000 0.000000000
## 2454 0.000000000 0.000000000
## 2578 0.000000000 0.000000000
## 1097 0.001388889 0.153546738
## 1209 0.000000000 0.000000000
## 1335 0.000000000 0.000000000
## 1975 0.000000000 0.000000000
## 2187 0.000000000 0.000000000
## 2259 0.000000000 0.000000000
## 2341 0.000000000 0.000000000
## 2453 0.000000000 0.000000000
## 2522 0.000000000 0.000000000
## 574 0.000000000 0.191416667
## 590 0.000000000 0.000000000
## 983 0.155149519 0.000000000
## 1013 0.000000000 0.186559467
## 2076 0.000000000 0.000000000
## 2158 0.000000000 0.000000000
## 2177 0.000000000 0.000000000
## 2324 0.000000000 0.000000000
## 182 0.000000000 0.000000000
## 212 0.000000000 0.000000000
## 333 0.000000000 0.061475666
## 609 0.000000000 0.195191629
## 1162 0.000000000 0.000000000
## 1286 0.000000000 0.000000000
## 1426 0.000000000 0.000000000
## 1611 0.000000000 0.000000000
## 1882 0.000000000 0.000000000
## 1958 0.000000000 0.000000000
## 2038 0.000000000 0.000000000
## 2467 0.000000000 0.000000000
## 756 0.000000000 0.000000000
## 780 0.000000000 0.000000000
## 991 0.000000000 0.000000000
## 1305 0.000000000 0.000000000
## 1373 0.000000000 0.000000000
## 1459 0.000000000 0.000000000
## 1594 0.000000000 0.000000000
## 1860 0.000000000 0.000000000
## 613 0.000000000 0.000000000
## 1108 0.000000000 0.272160485
## 2279 0.000000000 0.000000000
## 2310 0.000000000 0.000000000
## 2333 0.000000000 0.000000000
## 2348 0.000000000 0.000000000
## 2372 0.000000000 0.000000000
## 2526 0.000000000 0.000000000
## 2574 0.000000000 0.000000000
## 111 0.000000000 0.000000000
## 1438 0.000000000 0.000000000
## 15041 0.000000000 0.000000000
## 1811 0.000000000 0.000000000
## 2092 0.000000000 0.000000000
## 2131 0.000000000 0.000000000
## 2410 0.000000000 0.000000000
## 2539 0.000000000 0.000000000
## 1111 0.000000000 0.000000000
## 14381 0.000000000 0.000000000
## 15042 0.000000000 0.000000000
## 18111 0.000000000 0.000000000
## 20921 0.000000000 0.000000000
## 21311 0.000000000 0.000000000
## 24101 0.000000000 0.000000000
## 25391 0.000000000 0.000000000
## 529 0.000000000 0.000000000
## 638 0.000000000 0.000000000
## 951 0.209242424 0.000000000
## 1505 0.000000000 0.000000000
## 1614 0.000000000 0.000000000
## 1927 0.000000000 0.000000000
## 2481 0.000000000 0.000000000
## 2590 0.000000000 0.000000000
## 467 0.000000000 0.000000000
## pitch_type_percentage_1_SV pitch_type_percentage_2_SV
## 479 0.0000000 0.0000000
## 532 0.0000000 0.0000000
## 1032 0.0000000 0.0000000
## 1042 0.0000000 0.0000000
## 1047 0.0000000 0.0000000
## 1964 0.0000000 0.0000000
## 2148 0.0000000 0.0000000
## 2154 0.0000000 0.0000000
## 2192 0.0000000 0.0000000
## 2241 0.0000000 0.0000000
## 447 0.0000000 0.0000000
## 490 0.0000000 0.0000000
## 496 0.0000000 0.0000000
## 923 0.0000000 0.0000000
## 1038 0.0000000 0.0000000
## 1960 0.0000000 0.0000000
## 1984 0.0000000 0.0000000
## 1996 0.0000000 0.0000000
## 2009 0.0000000 0.0000000
## 2051 0.0000000 0.0000000
## 2085 0.0000000 0.0000000
## 342 0.0000000 0.0000000
## 362 0.0000000 0.0000000
## 896 0.0000000 0.0000000
## 1195 0.0000000 0.0000000
## 1389 0.0000000 0.0000000
## 1393 0.0000000 0.0000000
## 1463 0.0000000 0.0000000
## 1767 0.0000000 0.0000000
## 2587 0.0000000 0.0000000
## 2607 0.0000000 0.0000000
## 137 0.0000000 0.0000000
## 258 0.0000000 0.0000000
## 377 0.0000000 0.0000000
## 1581 0.0000000 0.0000000
## 1640 0.0000000 0.0000000
## 2382 0.0000000 0.0000000
## 2503 0.0000000 0.0000000
## 2622 0.0000000 0.0000000
## 69 0.0000000 0.0000000
## 136 0.0000000 0.0000000
## 1101 0.0000000 0.0000000
## 1268 0.0000000 0.0000000
## 1279 0.0000000 0.0000000
## 1308 0.0000000 0.0000000
## 1324 0.0000000 0.0000000
## 1330 0.0000000 0.0000000
## 2104 0.0000000 0.0000000
## 2314 0.0000000 0.0000000
## 2381 0.0000000 0.0000000
## 55 0.0000000 0.0000000
## 1153 0.0000000 0.0000000
## 1439 0.0000000 0.0000000
## 1617 0.0000000 0.0000000
## 1653 0.0000000 0.0000000
## 1737 0.0000000 0.0000000
## 1926 0.0000000 0.0000000
## 2300 0.0000000 0.0000000
## 238 0.0000000 0.0000000
## 1077 0.0000000 0.0000000
## 1159 0.0000000 0.0000000
## 1253 0.0000000 0.0000000
## 1387 0.0000000 0.0000000
## 1450 0.0000000 0.0000000
## 1915 0.0000000 0.0000000
## 2483 0.0000000 0.0000000
## 612 0.0000000 0.0000000
## 1229 0.0000000 0.0000000
## 1231 0.0000000 0.0000000
## 1349 0.0000000 0.0000000
## 1553 0.0000000 0.0000000
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## 2038 0.0000000 0.000000000
## 2467 0.0000000 0.000000000
## 756 0.0000000 0.000000000
## 780 0.0000000 0.000000000
## 991 0.0000000 0.000000000
## 1305 0.0000000 0.000000000
## 1373 0.0000000 0.000000000
## 1459 0.0000000 0.000000000
## 1594 0.0000000 0.000000000
## 1860 0.0000000 0.000000000
## 613 0.0000000 0.000000000
## 1108 0.0000000 0.000000000
## 2279 0.0000000 0.000000000
## 2310 0.0000000 0.000000000
## 2333 0.0000000 0.000000000
## 2348 0.0000000 0.000000000
## 2372 0.0000000 0.000000000
## 2526 0.0000000 0.000000000
## 2574 0.0000000 0.000000000
## 111 0.0000000 0.000000000
## 1438 0.0000000 0.000000000
## 15041 0.0000000 0.000000000
## 1811 0.0000000 0.000000000
## 2092 0.0000000 0.000000000
## 2131 0.0000000 0.000000000
## 2410 0.0000000 0.000000000
## 2539 0.0000000 0.000000000
## 1111 0.0000000 0.000000000
## 14381 0.0000000 0.000000000
## 15042 0.0000000 0.000000000
## 18111 0.0000000 0.000000000
## 20921 0.0000000 0.000000000
## 21311 0.0000000 0.000000000
## 24101 0.0000000 0.000000000
## 25391 0.0000000 0.000000000
## 529 0.0000000 0.000000000
## 638 0.0000000 0.000000000
## 951 0.0000000 0.165013228
## 1505 0.0000000 0.000000000
## 1614 0.0000000 0.000000000
## 1927 0.0000000 0.000000000
## 2481 0.0000000 0.000000000
## 2590 0.0000000 0.000000000
## 467 0.0000000 0.000000000
## pitch_type_percentage_2_ST pitch_type_percentage_3_ST
## 479 0.000000000 0.000000000
## 532 0.000000000 0.000000000
## 1032 0.000000000 0.000000000
## 1042 0.000000000 0.000000000
## 1047 0.000000000 0.000000000
## 1964 0.000000000 0.000000000
## 2148 0.000000000 0.000000000
## 2154 0.000000000 0.000000000
## 2192 0.000000000 0.000000000
## 2241 0.000000000 0.000000000
## 447 0.000000000 0.000000000
## 490 0.000000000 0.000000000
## 496 0.000000000 0.000000000
## 923 0.000000000 0.000000000
## 1038 0.000000000 0.000000000
## 1960 0.000000000 0.000000000
## 1984 0.000000000 0.000000000
## 1996 0.000000000 0.000000000
## 2009 0.000000000 0.000000000
## 2051 0.000000000 0.000000000
## 2085 0.027883881 0.000000000
## 342 0.000000000 0.000000000
## 362 0.035753269 0.031844123
## 896 0.000000000 0.000000000
## 1195 0.000000000 0.000000000
## 1389 0.000000000 0.000000000
## 1393 0.000000000 0.000000000
## 1463 0.000000000 0.000000000
## 1767 0.000000000 0.000000000
## 2587 0.000000000 0.000000000
## 2607 0.000000000 0.000000000
## 137 0.000000000 0.000000000
## 258 0.000000000 0.000000000
## 377 0.000000000 0.000000000
## 1581 0.000000000 0.000000000
## 1640 0.000000000 0.000000000
## 2382 0.000000000 0.000000000
## 2503 0.000000000 0.000000000
## 2622 0.000000000 0.000000000
## 69 0.000000000 0.000000000
## 136 0.000000000 0.000000000
## 1101 0.000000000 0.000000000
## 1268 0.000000000 0.000000000
## 1279 0.000000000 0.000000000
## 1308 0.000000000 0.000000000
## 1324 0.000000000 0.000000000
## 1330 0.000000000 0.000000000
## 2104 0.000000000 0.000000000
## 2314 0.000000000 0.000000000
## 2381 0.000000000 0.000000000
## 55 0.000000000 0.000000000
## 1153 0.000000000 0.000000000
## 1439 0.000000000 0.000000000
## 1617 0.000000000 0.000000000
## 1653 0.000000000 0.000000000
## 1737 0.000000000 0.000000000
## 1926 0.000000000 0.000000000
## 2300 0.000000000 0.000000000
## 238 0.151160897 0.170926369
## 1077 0.000000000 0.000000000
## 1159 0.000000000 0.000000000
## 1253 0.000000000 0.000000000
## 1387 0.000000000 0.000000000
## 1450 0.000000000 0.000000000
## 1915 0.000000000 0.000000000
## 2483 0.000000000 0.000000000
## 612 0.000000000 0.000000000
## 1229 0.000000000 0.000000000
## 1231 0.000000000 0.000000000
## 1349 0.000000000 0.000000000
## 1553 0.000000000 0.000000000
## 1660 0.000000000 0.000000000
## 1663 0.000000000 0.000000000
## 1959 0.000000000 0.000000000
## 6121 0.000000000 0.000000000
## 12291 0.000000000 0.000000000
## 12311 0.000000000 0.000000000
## 13491 0.000000000 0.000000000
## 15531 0.000000000 0.000000000
## 16601 0.000000000 0.000000000
## 16631 0.000000000 0.000000000
## 19591 0.000000000 0.000000000
## 476 0.000000000 0.000000000
## 527 0.000000000 0.000000000
## 576 0.000000000 0.000000000
## 2047 0.000000000 0.000000000
## 2118 0.000000000 0.000000000
## 2133 0.000000000 0.000000000
## 2134 0.000000000 0.000000000
## 2139 0.000000000 0.000000000
## 2181 0.000000000 0.000000000
## 2190 0.000000000 0.000000000
## 2205 0.000000000 0.000000000
## 2206 0.009627329 0.000000000
## 758 0.214142988 0.178359269
## 820 0.000000000 0.000000000
## 1535 0.000000000 0.000000000
## 1546 0.000000000 0.000000000
## 1555 0.000000000 0.000000000
## 1618 0.000000000 0.000000000
## 1684 0.000000000 0.000000000
## 1740 0.000000000 0.000000000
## 1746 0.000000000 0.000000000
## 2515 0.000000000 0.000000000
## 2577 0.000000000 0.000000000
## 537 0.000000000 0.000000000
## 960 0.000000000 0.000000000
## 1068 0.000000000 0.000000000
## 12531 0.000000000 0.000000000
## 1301 0.000000000 0.000000000
## 1487 0.000000000 0.000000000
## 1508 0.000000000 0.000000000
## 1735 0.000000000 0.000000000
## 2294 0.000000000 0.000000000
## 805 0.000000000 0.000000000
## 1563 0.000000000 0.000000000
## 1576 0.000000000 0.000000000
## 1578 0.000000000 0.000000000
## 1588 0.000000000 0.000000000
## 1606 0.000000000 0.000000000
## 1644 0.000000000 0.000000000
## 1650 0.000000000 0.000000000
## 1655 0.000000000 0.000000000
## 1679 0.000000000 0.000000000
## 1698 0.000000000 0.000000000
## 1712 0.000000000 0.000000000
## 1722 0.000000000 0.000000000
## 1745 0.000000000 0.000000000
## 2562 0.014285714 0.000000000
## 366 0.032848964 0.005747126
## 389 0.000000000 0.000000000
## 424 0.000000000 0.000000000
## 1627 0.000000000 0.000000000
## 1668 0.000000000 0.000000000
## 2123 0.000000000 0.000000000
## 2146 0.004195804 0.000000000
## 21811 0.000000000 0.000000000
## 231 0.000000000 0.000000000
## 592 0.000000000 0.000000000
## 813 0.000000000 0.000000000
## 1088 0.000000000 0.000000000
## 1449 0.000000000 0.000000000
## 1670 0.000000000 0.000000000
## 1945 0.000000000 0.000000000
## 2306 0.000000000 0.000000000
## 2527 0.000000000 0.000000000
## 340 0.000000000 0.000000000
## 429 0.000000000 0.000000000
## 807 0.000000000 0.000000000
## 9231 0.000000000 0.000000000
## 1867 0.000000000 0.000000000
## 1956 0.262626263 0.000000000
## 2334 0.000000000 0.000000000
## 2450 0.000000000 0.000000000
## 372 0.000000000 0.000000000
## 412 0.000000000 0.000000000
## 775 0.000000000 0.000000000
## 1358 0.000000000 0.000000000
## 1448 0.000000000 0.000000000
## 1899 0.000000000 0.000000000
## 1939 0.000000000 0.000000000
## 2302 0.000000000 0.000000000
## 347 0.000000000 0.000000000
## 743 0.000000000 0.000000000
## 1374 0.000000000 0.000000000
## 1376 0.000000000 0.000000000
## 14871 0.000000000 0.000000000
## 1509 0.000000000 0.000000000
## 1874 0.000000000 0.000000000
## 2270 0.000000000 0.000000000
## 711 0.000000000 0.000000000
## 10421 0.000000000 0.000000000
## 1161 0.000000000 0.000000000
## 1235 0.000000000 0.000000000
## 1300 0.000000000 0.000000000
## 1320 0.000000000 0.000000000
## 2238 0.000000000 0.000000000
## 2569 0.005464481 0.000000000
## 395 0.000000000 0.000000000
## 1429 0.000000000 0.000000000
## 1440 0.000000000 0.000000000
## 1443 0.000000000 0.000000000
## 1474 0.000000000 0.000000000
## 1501 0.000000000 0.000000000
## 1502 0.000000000 0.000000000
## 1504 0.000000000 0.000000000
## 1516 0.000000000 0.000000000
## 1922 0.000000000 0.000000000
## 222 0.000000000 0.000000000
## 4791 0.000000000 0.000000000
## 1254 0.000000000 0.000000000
## 1343 0.000000000 0.000000000
## 1671 0.000000000 0.000000000
## 1705 0.000000000 0.000000000
## 1719 0.000000000 0.000000000
## 1830 0.000000000 0.000000000
## 1172 0.000000000 0.000000000
## 11951 0.000000000 0.000000000
## 1311 0.000000000 0.000000000
## 1313 0.000000000 0.000000000
## 1353 0.000000000 0.000000000
## 1360 0.000000000 0.000000000
## 1895 0.000000000 0.000000000
## 1983 0.000000000 0.000000000
## 2248 0.114583333 0.000000000
## 2357 0.000000000 0.000000000
## 226 0.000000000 0.000000000
## 480 0.000000000 0.000000000
## 845 0.000000000 0.000000000
## 1552 0.000000000 0.000000000
## 1609 0.000000000 0.000000000
## 1703 0.000000000 0.000000000
## 1728 0.000000000 0.000000000
## 2145 0.000000000 0.000000000
## 249 0.000000000 0.000000000
## 251 0.000000000 0.000000000
## 506 0.000000000 0.000000000
## 556 0.000000000 0.000000000
## 1208 0.000000000 0.000000000
## 1283 0.000000000 0.000000000
## 1284 0.000000000 0.000000000
## 2345 0.000000000 0.000000000
## 2565 0.000000000 0.000000000
## 317 0.350291334 0.226139547
## 335 0.000000000 0.000000000
## 663 0.000000000 0.000000000
## 1333 0.000000000 0.000000000
## 1475 0.000000000 0.000000000
## 19961 0.000000000 0.000000000
## 2113 0.000000000 0.000000000
## 2368 0.000000000 0.000000000
## 22 0.000000000 0.000000000
## 63 0.000000000 0.000000000
## 168 0.000000000 0.000000000
## 174 0.000000000 0.000000000
## 673 0.000000000 0.000000000
## 1177 0.000000000 0.000000000
## 1180 0.000000000 0.000000000
## 1260 0.000000000 0.000000000
## 1744 0.000000000 0.000000000
## 1759 0.000000000 0.000000000
## 2222 0.000000000 0.000000000
## 2362 0.000000000 0.000000000
## 2530 0.000000000 0.000000000
## 2600 0.000000000 0.000000000
## 2641 0.000000000 0.000000000
## 7581 0.214142988 0.178359269
## 1178 0.000000000 0.000000000
## 1287 0.000000000 0.000000000
## 1445 0.000000000 0.000000000
## 19561 0.262626263 0.000000000
## 2229 0.000000000 0.000000000
## 2246 0.000000000 0.000000000
## 2312 0.000000000 0.000000000
## 2412 0.000000000 0.000000000
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## 315 0.000000000 0.000000000
## 376 0.000000000 0.000000000
## 1630 0.000000000 0.000000000
## 1646 0.000000000 0.000000000
## 1683 0.000000000 0.000000000
## 1891 0.000000000 0.000000000
## 1930 0.000000000 0.000000000
## 2007 0.000000000 0.000000000
## 2252 0.000000000 0.000000000
## 2471 0.000000000 0.000000000
## 2511 0.000000000 0.000000000
## 152 0.000000000 0.000000000
## 307 0.000000000 0.000000000
## 414 0.000000000 0.000000000
## 1185 0.000000000 0.000000000
## 1331 0.000000000 0.000000000
## 1351 0.000000000 0.000000000
## 1565 0.000000000 0.000000000
## 1718 0.000000000 0.000000000
## 1808 0.000000000 0.000000000
## 2013 0.000000000 0.000000000
## 2031 0.000000000 0.000000000
## 2090 0.000000000 0.000000000
## 598 0.000000000 0.000000000
## 1155 0.000000000 0.000000000
## 13581 0.000000000 0.000000000
## 1533 0.000000000 0.000000000
## 2025 0.000000000 0.000000000
## 2035 0.000000000 0.000000000
## 2307 0.000000000 0.000000000
## 2498 0.000000000 0.000000000
## 5321 0.000000000 0.000000000
## 975 0.000000000 0.000000000
## 1040 0.000000000 0.000000000
## 1214 0.000000000 0.000000000
## 1612 0.000000000 0.000000000
## 2006 0.000000000 0.000000000
## 2338 0.000000000 0.000000000
## 2504 0.000000000 0.000000000
## 2536 0.000000000 0.000000000
## 279 0.000000000 0.000000000
## 351 0.000000000 0.000000000
## 1336 0.000000000 0.000000000
## 13492 0.000000000 0.000000000
## 1356 0.000000000 0.000000000
## 1417 0.000000000 0.000000000
## 15091 0.000000000 0.000000000
## 1542 0.000000000 0.000000000
## 2055 0.000000000 0.000000000
## 2273 0.000000000 0.000000000
## 2499 0.000000000 0.000000000
## 2566 0.000000000 0.000000000
## 51 0.000000000 0.000000000
## 365 0.000000000 0.000000000
## 552 0.000000000 0.000000000
## 630 0.000000000 0.000000000
## 1493 0.000000000 0.000000000
## 1506 0.000000000 0.000000000
## 1514 0.000000000 0.000000000
## 1925 0.000000000 0.000000000
## 2349 0.000000000 0.000000000
## 2413 0.000000000 0.000000000
## 2629 0.000000000 0.000000000
## 48 0.000000000 0.000000000
## 246 0.000000000 0.000000000
## 1428 0.000000000 0.000000000
## 14872 0.000000000 0.000000000
## 1503 0.000000000 0.000000000
## 16981 0.000000000 0.000000000
## 1700 0.000000000 0.000000000
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## 2178 0.000000000 0.000000000
## 2626 0.000000000 0.000000000
## 3951 0.000000000 0.000000000
## 1270 0.000000000 0.000000000
## 1315 0.000000000 0.000000000
## 1381 0.000000000 0.000000000
## 16531 0.000000000 0.000000000
## 1661 0.000000000 0.000000000
## 2027 0.000000000 0.000000000
## 2128 0.000000000 0.000000000
## 1220 0.000000000 0.000000000
## 1369 0.000000000 0.000000000
## 1392 0.000000000 0.000000000
## 1751 0.000000000 0.000000000
## 1988 0.000000000 0.000000000
## 2153 0.000000000 0.000000000
## 2167 0.000000000 0.000000000
## 2437 0.000000000 0.000000000
## 2454 0.000000000 0.000000000
## 2578 0.000000000 0.000000000
## 1097 0.000000000 0.000000000
## 1209 0.000000000 0.000000000
## 1335 0.000000000 0.000000000
## 1975 0.000000000 0.000000000
## 2187 0.000000000 0.000000000
## 2259 0.000000000 0.000000000
## 2341 0.000000000 0.000000000
## 2453 0.000000000 0.000000000
## 2522 0.000000000 0.000000000
## 574 0.000000000 0.000000000
## 590 0.000000000 0.000000000
## 983 0.000000000 0.000000000
## 1013 0.000000000 0.000000000
## 2076 0.000000000 0.000000000
## 2158 0.000000000 0.000000000
## 2177 0.000000000 0.000000000
## 2324 0.000000000 0.000000000
## 182 0.000000000 0.000000000
## 212 0.000000000 0.000000000
## 333 0.000000000 0.000000000
## 609 0.000000000 0.000000000
## 1162 0.000000000 0.000000000
## 1286 0.000000000 0.000000000
## 1426 0.000000000 0.000000000
## 1611 0.000000000 0.000000000
## 1882 0.000000000 0.000000000
## 1958 0.000000000 0.000000000
## 2038 0.000000000 0.000000000
## 2467 0.000000000 0.000000000
## 756 0.000000000 0.000000000
## 780 0.000000000 0.000000000
## 991 0.006456187 0.004310345
## 1305 0.000000000 0.000000000
## 1373 0.000000000 0.000000000
## 1459 0.000000000 0.000000000
## 1594 0.000000000 0.000000000
## 1860 0.000000000 0.000000000
## 613 0.000000000 0.000000000
## 1108 0.045153312 0.073138460
## 2279 0.000000000 0.000000000
## 2310 0.000000000 0.000000000
## 2333 0.000000000 0.000000000
## 2348 0.000000000 0.000000000
## 2372 0.000000000 0.000000000
## 2526 0.000000000 0.000000000
## 2574 0.000000000 0.000000000
## 111 0.000000000 0.000000000
## 1438 0.000000000 0.000000000
## 15041 0.000000000 0.000000000
## 1811 0.000000000 0.000000000
## 2092 0.000000000 0.000000000
## 2131 0.000000000 0.000000000
## 2410 0.000000000 0.000000000
## 2539 0.000000000 0.000000000
## 1111 0.000000000 0.000000000
## 14381 0.000000000 0.000000000
## 15042 0.000000000 0.000000000
## 18111 0.000000000 0.000000000
## 20921 0.000000000 0.000000000
## 21311 0.000000000 0.000000000
## 24101 0.000000000 0.000000000
## 25391 0.000000000 0.000000000
## 529 0.000000000 0.000000000
## 638 0.000000000 0.000000000
## 951 0.000000000 0.000000000
## 1505 0.000000000 0.000000000
## 1614 0.000000000 0.000000000
## 1927 0.000000000 0.000000000
## 2481 0.025000000 0.000000000
## 2590 0.000000000 0.000000000
## 467 0.000000000 0.000000000
## pitch_type_percentage_4_FF pitch_type_percentage_4_KC
## 479 0.000000000 0.000000000
## 532 0.000000000 0.000000000
## 1032 0.000000000 0.000000000
## 1042 0.000000000 0.000000000
## 1047 0.000000000 0.000000000
## 1964 0.000000000 0.000000000
## 2148 0.000000000 0.000000000
## 2154 0.000000000 0.000000000
## 2192 0.000000000 0.000000000
## 2241 0.000000000 0.000000000
## 447 0.000000000 0.000000000
## 490 0.000000000 0.000000000
## 496 0.000000000 0.000000000
## 923 0.000000000 0.000000000
## 1038 0.012043512 0.000000000
## 1960 0.000000000 0.000000000
## 1984 0.000000000 0.000000000
## 1996 0.000000000 0.000000000
## 2009 0.000000000 0.000000000
## 2051 0.000000000 0.000000000
## 2085 0.000000000 0.000000000
## 342 0.000000000 0.000000000
## 362 0.000000000 0.000000000
## 896 0.100000000 0.000000000
## 1195 0.000000000 0.000000000
## 1389 0.000000000 0.000000000
## 1393 0.000000000 0.000000000
## 1463 0.000000000 0.000000000
## 1767 0.000000000 0.000000000
## 2587 0.000000000 0.000000000
## 2607 0.000000000 0.000000000
## 137 0.035714286 0.000000000
## 258 0.000000000 0.000000000
## 377 0.000000000 0.000000000
## 1581 0.000000000 0.000000000
## 1640 0.000000000 0.000000000
## 2382 0.000000000 0.000000000
## 2503 0.000000000 0.000000000
## 2622 0.000000000 0.000000000
## 69 0.000000000 0.000000000
## 136 0.000000000 0.000000000
## 1101 0.007812500 0.000000000
## 1268 0.000000000 0.000000000
## 1279 0.000000000 0.000000000
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## 1324 0.000000000 0.000000000
## 1330 0.000000000 0.000000000
## 2104 0.000000000 0.000000000
## 2314 0.000000000 0.000000000
## 2381 0.000000000 0.000000000
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## 1153 0.000000000 0.000000000
## 1439 0.000000000 0.000000000
## 1617 0.000000000 0.000000000
## 1653 0.000000000 0.000000000
## 1737 0.000000000 0.000000000
## 1926 0.000000000 0.000000000
## 2300 0.000000000 0.000000000
## 238 0.000000000 0.000000000
## 1077 0.025000000 0.000000000
## 1159 0.000000000 0.000000000
## 1253 0.000000000 0.000000000
## 1387 0.000000000 0.000000000
## 1450 0.000000000 0.000000000
## 1915 0.000000000 0.000000000
## 2483 0.000000000 0.000000000
## 612 0.000000000 0.000000000
## 1229 0.000000000 0.000000000
## 1231 0.000000000 0.000000000
## 1349 0.000000000 0.000000000
## 1553 0.000000000 0.000000000
## 1660 0.000000000 0.000000000
## 1663 0.000000000 0.000000000
## 1959 0.000000000 0.000000000
## 6121 0.000000000 0.000000000
## 12291 0.000000000 0.000000000
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## 13491 0.000000000 0.000000000
## 15531 0.000000000 0.000000000
## 16601 0.000000000 0.000000000
## 16631 0.000000000 0.000000000
## 19591 0.000000000 0.000000000
## 476 0.000000000 0.000000000
## 527 0.000000000 0.000000000
## 576 0.000000000 0.000000000
## 2047 0.000000000 0.000000000
## 2118 0.000000000 0.000000000
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## 2181 0.000000000 0.000000000
## 2190 0.000000000 0.000000000
## 2205 0.000000000 0.000000000
## 2206 0.000000000 0.000000000
## 758 0.043478261 0.000000000
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## 1535 0.000000000 0.000000000
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## 1555 0.000000000 0.000000000
## 1618 0.000000000 0.000000000
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## 1740 0.000000000 0.000000000
## 1746 0.000000000 0.000000000
## 2515 0.000000000 0.000000000
## 2577 0.000000000 0.000000000
## 537 0.000000000 0.000000000
## 960 0.079953380 0.015773116
## 1068 0.000000000 0.000000000
## 12531 0.000000000 0.000000000
## 1301 0.000000000 0.000000000
## 1487 0.000000000 0.000000000
## 1508 0.000000000 0.000000000
## 1735 0.000000000 0.000000000
## 2294 0.000000000 0.000000000
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## 1563 0.000000000 0.000000000
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## 1578 0.000000000 0.000000000
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## 1745 0.000000000 0.000000000
## 2562 0.000000000 0.000000000
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## 1627 0.000000000 0.000000000
## 1668 0.000000000 0.000000000
## 2123 0.000000000 0.000000000
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## 21811 0.000000000 0.000000000
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## 592 0.000000000 0.000000000
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## 1945 0.000000000 0.000000000
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## 2527 0.000000000 0.000000000
## 340 0.000000000 0.000000000
## 429 0.007812500 0.000000000
## 807 0.000000000 0.000000000
## 9231 0.000000000 0.000000000
## 1867 0.000000000 0.000000000
## 1956 0.000000000 0.000000000
## 2334 0.000000000 0.000000000
## 2450 0.000000000 0.000000000
## 372 0.060919540 0.006896552
## 412 0.000000000 0.000000000
## 775 0.000000000 0.000000000
## 1358 0.000000000 0.000000000
## 1448 0.000000000 0.000000000
## 1899 0.000000000 0.000000000
## 1939 0.000000000 0.000000000
## 2302 0.000000000 0.000000000
## 347 0.000000000 0.000000000
## 743 0.012340601 0.000000000
## 1374 0.000000000 0.000000000
## 1376 0.000000000 0.000000000
## 14871 0.000000000 0.000000000
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## 1927 0.000000000 0.0000000000
## 2481 0.000000000 0.0000000000
## 2590 0.000000000 0.0000000000
## 467 0.000000000 0.0000000000
## pitch_type_percentage_4_CH pitch_type_percentage_1_CS
## 479 0.000000000 0.0000000000
## 532 0.000000000 0.0000000000
## 1032 0.028044872 0.0000000000
## 1042 0.000000000 0.0000000000
## 1047 0.000000000 0.0000000000
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## pitch_type_percentage_4_CU pitch_type_percentage_4_SI
## 479 0.000000000 0.000000000
## 532 0.000000000 0.000000000
## 1032 0.000000000 0.046073718
## 1042 0.000000000 0.000000000
## 1047 0.000000000 0.000000000
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## 1038 0.121056721 0.207303807
## 1960 0.000000000 0.000000000
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## 1646 0.000000000 0.000000000
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## 2007 0.000000000 0.000000000
## 2252 0.000000000 0.000000000
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## 2511 0.000000000 0.000000000
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## 1331 0.000000000 0.000000000
## 1351 0.000000000 0.000000000
## 1565 0.000000000 0.000000000
## 1718 0.000000000 0.000000000
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## 2031 0.000000000 0.000000000
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## 2025 0.000000000 0.000000000
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## 2498 0.000000000 0.000000000
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## pitch_type_percentage_3_CS pitch_type_percentage_1_EP
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## pitch_type_percentage_1_PO pitch_type_percentage_5_SI
## 479 0.0000000000 0.00000000
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## 1975 0.000000000 0.0000000
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## 2522 0.000000000 0.0000000
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## 1882 0.000000000 0.0000000
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## 1927 0.000000000 0.0000000
## 2481 0.000000000 0.0000000
## 2590 0.000000000 0.0000000
## 467 0.000000000 0.0000000
## pitch_type_percentage_4_SV pitch_type_percentage_2_NA
## 479 0 0
## 532 0 0
## 1032 0 0
## 1042 0 0
## 1047 0 0
## 1964 0 0
## 2148 0 0
## 2154 0 0
## 2192 0 0
## 2241 0 0
## 447 0 0
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## 923 0 0
## 1038 0 0
## 1960 0 0
## 1984 0 0
## 1996 0 0
## 2009 0 0
## 2051 0 0
## 2085 0 0
## 342 0 0
## 362 0 0
## 896 0 0
## 1195 0 0
## 1389 0 0
## 1393 0 0
## 1463 0 0
## 1767 0 0
## 2587 0 0
## 2607 0 0
## 137 0 0
## 258 0 0
## 377 0 0
## 1581 0 0
## 1640 0 0
## 2382 0 0
## 2503 0 0
## 2622 0 0
## 69 0 0
## 136 0 0
## 1101 0 0
## 1268 0 0
## 1279 0 0
## 1308 0 0
## 1324 0 0
## 1330 0 0
## 2104 0 0
## 2314 0 0
## 2381 0 0
## 55 0 0
## 1153 0 0
## 1439 0 0
## 1617 0 0
## 1653 0 0
## 1737 0 0
## 1926 0 0
## 2300 0 0
## 238 0 0
## 1077 0 0
## 1159 0 0
## 1253 0 0
## 1387 0 0
## 1450 0 0
## 1915 0 0
## 2483 0 0
## 612 0 0
## 1229 0 0
## 1231 0 0
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## 1663 0 0
## 1959 0 0
## 6121 0 0
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## 19591 0 0
## 476 0 0
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## 2139 0 0
## 2181 0 0
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## 2206 0 0
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## 1555 0 0
## 1618 0 0
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## 1650 0 0
## 1655 0 0
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## 1698 0 0
## 1712 0 0
## 1722 0 0
## 1745 0 0
## 2562 0 0
## 366 0 0
## 389 0 0
## 424 0 0
## 1627 0 0
## 1668 0 0
## 2123 0 0
## 2146 0 0
## 21811 0 0
## 231 0 0
## 592 0 0
## 813 0 0
## 1088 0 0
## 1449 0 0
## 1670 0 0
## 1945 0 0
## 2306 0 0
## 2527 0 0
## 340 0 0
## 429 0 0
## 807 0 0
## 9231 0 0
## 1867 0 0
## 1956 0 0
## 2334 0 0
## 2450 0 0
## 372 0 0
## 412 0 0
## 775 0 0
## 1358 0 0
## 1448 0 0
## 1899 0 0
## 1939 0 0
## 2302 0 0
## 347 0 0
## 743 0 0
## 1374 0 0
## 1376 0 0
## 14871 0 0
## 1509 0 0
## 1874 0 0
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## 10421 0 0
## 1161 0 0
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## 1320 0 0
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## 1502 0 0
## 1504 0 0
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## 1922 0 0
## 222 0 0
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## 1830 0 0
## 1172 0 0
## 11951 0 0
## 1311 0 0
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## 1353 0 0
## 1360 0 0
## 1895 0 0
## 1983 0 0
## 2248 0 0
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## 226 0 0
## 480 0 0
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## 1552 0 0
## 1609 0 0
## 1703 0 0
## 1728 0 0
## 2145 0 0
## 249 0 0
## 251 0 0
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## 556 0 0
## 1208 0 0
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## 2345 0 0
## 2565 0 0
## 317 0 0
## 335 0 0
## 663 0 0
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## 2113 0 0
## 2368 0 0
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## 1683 0 0
## 1891 0 0
## 1930 0 0
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## 152 0 0
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## 1808 0 0
## 2013 0 0
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## 13581 0 0
## 1533 0 0
## 2025 0 0
## 2035 0 0
## 2307 0 0
## 2498 0 0
## 5321 0 0
## 975 0 0
## 1040 0 0
## 1214 0 0
## 1612 0 0
## 2006 0 0
## 2338 0 0
## 2504 0 0
## 2536 0 0
## 279 0 0
## 351 0 0
## 1336 0 0
## 13492 0 0
## 1356 0 0
## 1417 0 0
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## 1542 0 0
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## 51 0 0
## 365 0 0
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## 630 0 0
## 1493 0 0
## 1506 0 0
## 1514 0 0
## 1925 0 0
## 2349 0 0
## 2413 0 0
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## 48 0 0
## 246 0 0
## 1428 0 0
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## 1503 0 0
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## 1700 0 0
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## 3951 0 0
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## 1751 0 0
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## 1975 0 0
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## 2341 0 0
## 2453 0 0
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## 574 0 0
## 590 0 0
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## 1013 0 0
## 2076 0 0
## 2158 0 0
## 2177 0 0
## 2324 0 0
## 182 0 0
## 212 0 0
## 333 0 0
## 609 0 0
## 1162 0 0
## 1286 0 0
## 1426 0 0
## 1611 0 0
## 1882 0 0
## 1958 0 0
## 2038 0 0
## 2467 0 0
## 756 0 0
## 780 0 0
## 991 0 0
## 1305 0 0
## 1373 0 0
## 1459 0 0
## 1594 0 0
## 1860 0 0
## 613 0 0
## 1108 0 0
## 2279 0 0
## 2310 0 0
## 2333 0 0
## 2348 0 0
## 2372 0 0
## 2526 0 0
## 2574 0 0
## 111 0 0
## 1438 0 0
## 15041 0 0
## 1811 0 0
## 2092 0 0
## 2131 0 0
## 2410 0 0
## 2539 0 0
## 1111 0 0
## 14381 0 0
## 15042 0 0
## 18111 0 0
## 20921 0 0
## 21311 0 0
## 24101 0 0
## 25391 0 0
## 529 0 0
## 638 0 0
## 951 0 0
## 1505 0 0
## 1614 0 0
## 1927 0 0
## 2481 0 0
## 2590 0 0
## 467 0 0
## pitch_type_percentage_3_NA pitch_type_percentage_2_PO
## 479 0 0.000000000
## 532 0 0.000000000
## 1032 0 0.000000000
## 1042 0 0.000000000
## 1047 0 0.000000000
## 1964 0 0.000000000
## 2148 0 0.000000000
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## 2192 0 0.000000000
## 2241 0 0.000000000
## 447 0 0.000000000
## 490 0 0.000000000
## 496 0 0.000000000
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## 1960 0 0.000000000
## 1984 0 0.000000000
## 1996 0 0.000000000
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## 2051 0 0.000000000
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## 342 0 0.000000000
## 362 0 0.000000000
## 896 0 0.000000000
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## 1389 0 0.000000000
## 1393 0 0.000000000
## 1463 0 0.000000000
## 1767 0 0.000000000
## 2587 0 0.000000000
## 2607 0 0.000000000
## 137 0 0.004024943
## 258 0 0.000000000
## 377 0 0.000000000
## 1581 0 0.000000000
## 1640 0 0.000000000
## 2382 0 0.000000000
## 2503 0 0.000000000
## 2622 0 0.000000000
## 69 0 0.000000000
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## pitch_type_percentage_5_CH pitch_type_percentage_4_CS
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## pitch_type_percentage_2_EP pitch_type_percentage_3_FA
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## 479 0 0
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## pitch_type_percentage_5_FF pitch_type_percentage_5_KC
## 479 0.0000000 0
## 532 0.0000000 0
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## 1042 0.0000000 0
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## pitch_type_percentage_1_FO pitch_type_percentage_2_FO
## 479 0 0
## 532 0 0
## 1032 0 0
## 1042 0 0
## 1047 0 0
## 1964 0 0
## 2148 0 0
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## diff_pitch_type_percentage_1_2_diff_SC
## 479 0
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## diff_pitch_type_percentage_2_3_diff_FC
## 479 -0.084760132
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## diff_pitch_type_percentage_2_3_diff_FF
## 479 -0.2371174524
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## 1032 -0.0014934351
## 1042 0.0477011494
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## diff_pitch_type_percentage_2_3_diff_CS
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## diff_pitch_type_percentage_2_3_diff_NA
## 479 0
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## 960 0.000000000
## 1068 0.000000000
## 12531 0.000000000
## 1301 0.000000000
## 1487 0.000000000
## 1508 0.000000000
## 1735 0.000000000
## 2294 0.000000000
## 805 0.000000000
## 1563 0.000000000
## 1576 0.000000000
## 1578 0.000000000
## 1588 0.000000000
## 1606 0.000000000
## 1644 0.000000000
## 1650 0.000000000
## 1655 0.000000000
## 1679 0.000000000
## 1698 0.000000000
## 1712 0.000000000
## 1722 0.000000000
## 1745 0.000000000
## 2562 0.000000000
## 366 0.000000000
## 389 0.000000000
## 424 0.000000000
## 1627 0.000000000
## 1668 0.000000000
## 2123 0.000000000
## 2146 0.000000000
## 21811 0.000000000
## 231 0.000000000
## 592 0.000000000
## 813 0.000000000
## 1088 0.000000000
## 1449 0.000000000
## 1670 0.000000000
## 1945 0.000000000
## 2306 0.000000000
## 2527 0.000000000
## 340 0.000000000
## 429 0.000000000
## 807 0.000000000
## 9231 0.000000000
## 1867 0.000000000
## 1956 0.000000000
## 2334 0.000000000
## 2450 0.000000000
## 372 0.000000000
## 412 0.000000000
## 775 0.000000000
## 1358 0.000000000
## 1448 0.000000000
## 1899 0.000000000
## 1939 0.000000000
## 2302 0.000000000
## 347 0.000000000
## 743 0.000000000
## 1374 0.000000000
## 1376 0.000000000
## 14871 0.000000000
## 1509 0.000000000
## 1874 0.000000000
## 2270 0.000000000
## 711 0.000000000
## 10421 0.000000000
## 1161 0.000000000
## 1235 0.000000000
## 1300 0.000000000
## 1320 0.000000000
## 2238 0.000000000
## 2569 0.000000000
## 395 0.000000000
## 1429 0.000000000
## 1440 0.000000000
## 1443 0.000000000
## 1474 0.000000000
## 1501 0.000000000
## 1502 0.000000000
## 1504 0.000000000
## 1516 0.000000000
## 1922 0.000000000
## 222 0.000000000
## 4791 0.000000000
## 1254 0.000000000
## 1343 0.000000000
## 1671 0.000000000
## 1705 0.000000000
## 1719 0.000000000
## 1830 0.000000000
## 1172 0.000000000
## 11951 0.000000000
## 1311 0.000000000
## 1313 0.000000000
## 1353 0.000000000
## 1360 0.000000000
## 1895 0.000000000
## 1983 0.000000000
## 2248 0.000000000
## 2357 0.000000000
## 226 0.000000000
## 480 0.000000000
## 845 0.000000000
## 1552 0.000000000
## 1609 0.000000000
## 1703 0.000000000
## 1728 0.000000000
## 2145 0.000000000
## 249 0.000000000
## 251 0.000000000
## 506 0.000000000
## 556 0.000000000
## 1208 0.000000000
## 1283 0.000000000
## 1284 0.000000000
## 2345 0.000000000
## 2565 0.000000000
## 317 0.000000000
## 335 0.000000000
## 663 0.000000000
## 1333 0.000000000
## 1475 0.000000000
## 19961 0.000000000
## 2113 0.000000000
## 2368 0.000000000
## 22 0.000000000
## 63 0.000000000
## 168 0.000000000
## 174 0.000000000
## 673 0.000000000
## 1177 0.000000000
## 1180 0.000000000
## 1260 0.000000000
## 1744 0.000000000
## 1759 0.000000000
## 2222 0.000000000
## 2362 0.000000000
## 2530 0.000000000
## 2600 0.000000000
## 2641 0.000000000
## 7581 0.000000000
## 1178 0.000000000
## 1287 0.000000000
## 1445 0.000000000
## 19561 0.000000000
## 2229 0.000000000
## 2246 0.000000000
## 2312 0.000000000
## 2412 0.000000000
## 173 0.000000000
## 315 0.000000000
## 376 0.000000000
## 1630 0.000000000
## 1646 0.000000000
## 1683 0.000000000
## 1891 0.000000000
## 1930 0.000000000
## 2007 0.000000000
## 2252 0.000000000
## 2471 0.000000000
## 2511 0.000000000
## 152 0.000000000
## 307 0.000000000
## 414 0.000000000
## 1185 0.000000000
## 1331 0.000000000
## 1351 0.000000000
## 1565 0.000000000
## 1718 0.000000000
## 1808 0.000000000
## 2013 0.000000000
## 2031 0.000000000
## 2090 0.000000000
## 598 0.000000000
## 1155 0.000000000
## 13581 0.000000000
## 1533 0.000000000
## 2025 0.000000000
## 2035 0.000000000
## 2307 0.000000000
## 2498 0.000000000
## 5321 0.000000000
## 975 0.000000000
## 1040 0.000000000
## 1214 0.000000000
## 1612 0.000000000
## 2006 0.000000000
## 2338 0.000000000
## 2504 0.000000000
## 2536 0.000000000
## 279 0.000000000
## 351 0.000000000
## 1336 0.000000000
## 13492 0.000000000
## 1356 0.000000000
## 1417 0.000000000
## 15091 0.000000000
## 1542 0.000000000
## 2055 0.000000000
## 2273 0.000000000
## 2499 0.000000000
## 2566 0.000000000
## 51 0.000000000
## 365 0.000000000
## 552 0.000000000
## 630 0.000000000
## 1493 0.000000000
## 1506 0.000000000
## 1514 0.000000000
## 1925 0.000000000
## 2349 0.000000000
## 2413 0.000000000
## 2629 0.000000000
## 48 0.000000000
## 246 0.000000000
## 1428 0.000000000
## 14872 0.000000000
## 1503 0.000000000
## 16981 0.000000000
## 1700 0.000000000
## 2169 0.000000000
## 2178 0.000000000
## 2626 0.000000000
## 3951 0.000000000
## 1270 0.000000000
## 1315 0.000000000
## 1381 0.000000000
## 16531 0.000000000
## 1661 0.000000000
## 2027 0.000000000
## 2128 0.000000000
## 1220 0.000000000
## 1369 0.000000000
## 1392 0.000000000
## 1751 0.000000000
## 1988 0.000000000
## 2153 0.000000000
## 2167 0.000000000
## 2437 0.000000000
## 2454 0.000000000
## 2578 0.000000000
## 1097 0.000000000
## 1209 0.000000000
## 1335 0.000000000
## 1975 0.000000000
## 2187 0.000000000
## 2259 0.000000000
## 2341 0.000000000
## 2453 0.000000000
## 2522 0.000000000
## 574 0.000000000
## 590 0.000000000
## 983 0.000000000
## 1013 0.000000000
## 2076 0.000000000
## 2158 0.000000000
## 2177 0.000000000
## 2324 0.000000000
## 182 0.000000000
## 212 0.000000000
## 333 0.000000000
## 609 0.000000000
## 1162 0.000000000
## 1286 0.000000000
## 1426 0.000000000
## 1611 0.000000000
## 1882 0.000000000
## 1958 0.000000000
## 2038 0.000000000
## 2467 0.000000000
## 756 0.000000000
## 780 0.000000000
## 991 0.000000000
## 1305 0.000000000
## 1373 0.000000000
## 1459 0.000000000
## 1594 0.000000000
## 1860 0.000000000
## 613 0.000000000
## 1108 0.000000000
## 2279 0.000000000
## 2310 0.000000000
## 2333 0.000000000
## 2348 0.000000000
## 2372 0.000000000
## 2526 0.000000000
## 2574 0.000000000
## 111 0.000000000
## 1438 0.000000000
## 15041 0.000000000
## 1811 0.000000000
## 2092 0.000000000
## 2131 0.000000000
## 2410 0.000000000
## 2539 0.000000000
## 1111 0.000000000
## 14381 0.000000000
## 15042 0.000000000
## 18111 0.000000000
## 20921 0.000000000
## 21311 0.000000000
## 24101 0.000000000
## 25391 0.000000000
## 529 0.000000000
## 638 0.000000000
## 951 0.000000000
## 1505 0.000000000
## 1614 0.000000000
## 1927 0.000000000
## 2481 0.000000000
## 2590 0.000000000
## 467 0.000000000
## diff_pitch_type_percentage_2_3_diff_FO xwoba_times_faced_1
## 479 0 0.32028611
## 532 0 0.35553492
## 1032 0 0.29621632
## 1042 0 0.31505000
## 1047 0 0.34133333
## 1964 0 0.33241597
## 2148 0 0.45826250
## 2154 0 0.32950000
## 2192 0 0.30531944
## 2241 0 0.30659832
## 447 0 0.30598677
## 490 0 0.30949245
## 496 0 0.32534568
## 923 0 0.30725000
## 1038 0 0.30162071
## 1960 0 0.36000000
## 1984 0 0.37660000
## 1996 0 0.40695238
## 2009 0 0.21538333
## 2051 0 0.36907727
## 2085 0 0.31681291
## 342 0 0.45522698
## 362 0 0.31655095
## 896 0 0.35344444
## 1195 0 0.28789814
## 1389 0 0.40107189
## 1393 0 0.46600000
## 1463 0 0.26707424
## 1767 0 0.23989170
## 2587 0 0.29239236
## 2607 0 0.38402014
## 137 0 0.33897222
## 258 0 0.26611453
## 377 0 0.33423492
## 1581 0 0.39270000
## 1640 0 0.31189087
## 2382 0 0.27333211
## 2503 0 0.25992557
## 2622 0 0.30148077
## 69 0 0.29657880
## 136 0 0.29453930
## 1101 0 0.38124696
## 1268 0 0.29807724
## 1279 0 0.25964538
## 1308 0 0.29376077
## 1324 0 0.16900000
## 1330 0 0.28702205
## 2104 0 0.46320000
## 2314 0 0.15035317
## 2381 0 0.28107702
## 55 0 0.29923418
## 1153 0 0.27336477
## 1439 0 0.43758889
## 1617 0 0.27814802
## 1653 0 0.41250000
## 1737 0 0.26665803
## 1926 0 0.26336365
## 2300 0 0.34350000
## 238 0 0.34488056
## 1077 0 0.25380880
## 1159 0 0.32660000
## 1253 0 0.06500000
## 1387 0 0.29991667
## 1450 0 0.36337500
## 1915 0 0.40978000
## 2483 0 0.48840000
## 612 0 0.34751852
## 1229 0 0.39827778
## 1231 0 0.29077579
## 1349 0 0.30512032
## 1553 0 0.27690850
## 1660 0 0.28507372
## 1663 0 0.25509451
## 1959 0 0.57575000
## 6121 0 0.34751852
## 12291 0 0.39827778
## 12311 0 0.29077579
## 13491 0 0.30512032
## 15531 0 0.27690850
## 16601 0 0.28507372
## 16631 0 0.25509451
## 19591 0 0.57575000
## 476 0 0.30957493
## 527 0 0.30654089
## 576 0 0.34561585
## 2047 0 0.07166667
## 2118 0 0.28899656
## 2133 0 0.31408319
## 2134 0 0.60166667
## 2139 0 0.28460263
## 2181 0 0.35129167
## 2190 0 0.34548889
## 2205 0 0.27185768
## 2206 0 0.32186015
## 758 0 0.29428949
## 820 0 0.33962058
## 1535 0 0.30243148
## 1546 0 0.22638606
## 1555 0 0.25591889
## 1618 0 0.25531667
## 1684 0 0.27685481
## 1740 0 0.34347847
## 1746 0 0.37215000
## 2515 0 0.31108050
## 2577 0 0.29164849
## 537 0 0.37557778
## 960 0 0.27618333
## 1068 0 0.32111111
## 12531 0 0.06500000
## 1301 0 0.29918268
## 1487 0 0.37288274
## 1508 0 0.29158603
## 1735 0 0.22191766
## 2294 0 0.17902083
## 805 0 0.25788889
## 1563 0 0.34009825
## 1576 0 0.18150000
## 1578 0 0.31250132
## 1588 0 0.23900000
## 1606 0 0.21665224
## 1644 0 0.39615397
## 1650 0 0.35621488
## 1655 0 0.47175000
## 1679 0 0.28009457
## 1698 0 0.33049431
## 1712 0 0.47991667
## 1722 0 0.32713201
## 1745 0 0.29544709
## 2562 0 0.35509382
## 366 0 0.36272625
## 389 0 0.22851389
## 424 0 0.24604462
## 1627 0 0.43542857
## 1668 0 0.34006768
## 2123 0 0.03950000
## 2146 0 0.27686325
## 21811 0 0.35129167
## 231 0 0.19976111
## 592 0 0.29249555
## 813 0 0.39933333
## 1088 0 0.37715586
## 1449 0 0.26945323
## 1670 0 0.32243247
## 1945 0 0.28985554
## 2306 0 0.17150000
## 2527 0 0.31142773
## 340 0 0.30534243
## 429 0 0.30185977
## 807 0 0.19086869
## 9231 0 0.30725000
## 1867 0 0.48270833
## 1956 0 0.52654074
## 2334 0 0.17740000
## 2450 0 0.29630939
## 372 0 0.34545646
## 412 0 0.37809519
## 775 0 0.33100000
## 1358 0 0.32550000
## 1448 0 0.43744762
## 1899 0 0.20877778
## 1939 0 0.25961111
## 2302 0 0.27125000
## 347 0 0.27423835
## 743 0 0.25180875
## 1374 0 0.66875000
## 1376 0 0.33664048
## 14871 0 0.37288274
## 1509 0 0.25545833
## 1874 0 0.35641667
## 2270 0 0.40635516
## 711 0 0.26395852
## 10421 0 0.31505000
## 1161 0 0.28401400
## 1235 0 0.28774520
## 1300 0 0.37925000
## 1320 0 0.36445216
## 2238 0 0.34814352
## 2569 0 0.30587436
## 395 0 0.28118817
## 1429 0 0.28184583
## 1440 0 0.09700000
## 1443 0 0.27314328
## 1474 0 0.35314753
## 1501 0 0.34888073
## 1502 0 0.25227990
## 1504 0 0.26427143
## 1516 0 0.28428857
## 1922 0 0.30877381
## 222 0 0.26620569
## 4791 0 0.32028611
## 1254 0 0.28341074
## 1343 0 0.18300000
## 1671 0 0.34444118
## 1705 0 0.23427525
## 1719 0 0.26514288
## 1830 0 0.23702083
## 1172 0 0.32186154
## 11951 0 0.28789814
## 1311 0 0.31200337
## 1313 0 0.28139321
## 1353 0 0.23761954
## 1360 0 0.35213671
## 1895 0 0.30673852
## 1983 0 0.61531429
## 2248 0 0.37637907
## 2357 0 0.24406781
## 226 0 0.32552179
## 480 0 0.25626200
## 845 0 0.31733829
## 1552 0 0.46117857
## 1609 0 0.25637810
## 1703 0 0.33575000
## 1728 0 0.29530530
## 2145 0 0.28060000
## 249 0 0.27648611
## 251 0 0.28636847
## 506 0 0.31584963
## 556 0 0.32998413
## 1208 0 0.26793714
## 1283 0 0.29204617
## 1284 0 0.29332954
## 2345 0 0.32746498
## 2565 0 0.31537840
## 317 0 0.21497778
## 335 0 0.25548208
## 663 0 0.31704444
## 1333 0 0.27237196
## 1475 0 0.20775333
## 19961 0 0.40695238
## 2113 0 0.21478023
## 2368 0 0.27567727
## 22 0 0.28807887
## 63 0 0.24928981
## 168 0 0.31258480
## 174 0 0.23881190
## 673 0 0.29955923
## 1177 0 0.29360316
## 1180 0 0.22122804
## 1260 0 0.47909345
## 1744 0 0.34776389
## 1759 0 0.29229581
## 2222 0 0.27078043
## 2362 0 0.34780011
## 2530 0 0.33834028
## 2600 0 0.22842648
## 2641 0 0.30350316
## 7581 0 0.29428949
## 1178 0 0.30022030
## 1287 0 0.26357255
## 1445 0 0.51716667
## 19561 0 0.52654074
## 2229 0 0.41943810
## 2246 0 0.34523958
## 2312 0 0.33583281
## 2412 0 0.31492454
## 173 0 0.28127797
## 315 0 0.24457222
## 376 0 0.24071647
## 1630 0 0.27300000
## 1646 0 0.33448750
## 1683 0 0.28126923
## 1891 0 0.29530918
## 1930 0 0.30244218
## 2007 0 0.23968782
## 2252 0 0.32729167
## 2471 0 0.35584927
## 2511 0 0.40507475
## 152 0 0.29899972
## 307 0 0.23562673
## 414 0 0.26196283
## 1185 0 0.27771312
## 1331 0 0.30326383
## 1351 0 0.23650000
## 1565 0 0.44354286
## 1718 0 0.47140000
## 1808 0 0.31691667
## 2013 0 0.28067372
## 2031 0 0.34717857
## 2090 0 0.41018078
## 598 0 0.31882996
## 1155 0 0.30826806
## 13581 0 0.32550000
## 1533 0 0.30197481
## 2025 0 0.27242502
## 2035 0 0.30599658
## 2307 0 0.25595326
## 2498 0 0.37600056
## 5321 0 0.35553492
## 975 0 0.31035844
## 1040 0 0.22238889
## 1214 0 0.35188013
## 1612 0 0.38150000
## 2006 0 0.45859365
## 2338 0 0.26803301
## 2504 0 0.33601143
## 2536 0 0.28600000
## 279 0 0.24035456
## 351 0 0.29184964
## 1336 0 0.46980208
## 13492 0 0.30512032
## 1356 0 0.29165378
## 1417 0 0.23178571
## 15091 0 0.25545833
## 1542 0 0.21137139
## 2055 0 0.30532948
## 2273 0 0.31166667
## 2499 0 0.28681784
## 2566 0 0.47210000
## 51 0 0.33065014
## 365 0 0.35252125
## 552 0 0.27995685
## 630 0 0.26027867
## 1493 0 0.39850000
## 1506 0 0.21653514
## 1514 0 0.00000000
## 1925 0 0.30325092
## 2349 0 0.32251819
## 2413 0 0.27700000
## 2629 0 0.28872321
## 48 0 0.26036875
## 246 0 0.22376444
## 1428 0 0.32644444
## 14872 0 0.37288274
## 1503 0 0.36388952
## 16981 0 0.33049431
## 1700 0 0.28256425
## 2169 0 0.71775000
## 2178 0 0.29149807
## 2626 0 0.27859493
## 3951 0 0.28118817
## 1270 0 0.45800000
## 1315 0 0.37149127
## 1381 0 0.19886429
## 16531 0 0.41250000
## 1661 0 0.35580135
## 2027 0 0.28504856
## 2128 0 0.28512187
## 1220 0 0.40899048
## 1369 0 0.36960000
## 1392 0 0.28304898
## 1751 0 0.28523243
## 1988 0 0.28697313
## 2153 0 0.28060859
## 2167 0 0.38527794
## 2437 0 0.34662732
## 2454 0 0.27537571
## 2578 0 0.23173793
## 1097 0 0.27366852
## 1209 0 0.61050000
## 1335 0 0.29530357
## 1975 0 0.26986003
## 2187 0 0.25816021
## 2259 0 0.55427778
## 2341 0 0.39826071
## 2453 0 0.24433478
## 2522 0 0.35592940
## 574 0 0.31887472
## 590 0 0.28551590
## 983 0 0.29410616
## 1013 0 0.29543173
## 2076 0 0.42242917
## 2158 0 0.30100000
## 2177 0 0.39472302
## 2324 0 0.32625180
## 182 0 0.30525669
## 212 0 0.30771124
## 333 0 0.26028502
## 609 0 0.39385452
## 1162 0 0.27819184
## 1286 0 0.24865757
## 1426 0 0.28160063
## 1611 0 0.30925556
## 1882 0 0.28908816
## 1958 0 0.24326559
## 2038 0 0.30505263
## 2467 0 0.29131799
## 756 0 0.45055556
## 780 0 0.28947326
## 991 0 0.34000402
## 1305 0 0.30869691
## 1373 0 0.54557143
## 1459 0 0.33803582
## 1594 0 0.38822222
## 1860 0 0.33070646
## 613 0 0.35537037
## 1108 0 0.20897917
## 2279 0 0.41719048
## 2310 0 0.30833333
## 2333 0 0.30828553
## 2348 0 0.35190547
## 2372 0 0.32120056
## 2526 0 0.44083333
## 2574 0 0.27126667
## 111 0 0.33159259
## 1438 0 0.31162951
## 15041 0 0.26427143
## 1811 0 0.49580556
## 2092 0 0.29607333
## 2131 0 0.40973611
## 2410 0 0.47066667
## 2539 0 0.27191919
## 1111 0 0.33159259
## 14381 0 0.31162951
## 15042 0 0.26427143
## 18111 0 0.49580556
## 20921 0 0.29607333
## 21311 0 0.40973611
## 24101 0 0.47066667
## 25391 0 0.27191919
## 529 0 0.32796655
## 638 0 0.26480921
## 951 0 0.23068889
## 1505 0 0.26480982
## 1614 0 0.34355937
## 1927 0 0.33092928
## 2481 0 0.29537782
## 2590 0 0.24663786
## 467 0 0.21675000
## xwoba_times_faced_2 xwoba_times_faced_3 xwoba_times_faced_4
## 479 0.28432589 0.0090000 NA
## 532 0.33595000 NA NA
## 1032 0.31768707 0.3396179 0.0947500
## 1042 0.22387500 0.3414107 NA
## 1047 0.19200000 0.6630000 NA
## 1964 NA NA NA
## 2148 NA NA NA
## 2154 NA NA NA
## 2192 0.10366667 NA NA
## 2241 0.05700000 NA NA
## 447 0.33032747 0.3533400 NA
## 490 0.32619120 0.5181389 NA
## 496 0.41530714 0.5522786 NA
## 923 0.34908542 0.3601333 NA
## 1038 0.28838384 0.3202833 0.3503750
## 1960 NA NA NA
## 1984 0.47040000 NA NA
## 1996 NA NA NA
## 2009 NA NA NA
## 2051 NA NA NA
## 2085 0.37975000 NA NA
## 342 0.35765608 0.6465722 NA
## 362 0.31624392 0.3061622 0.2895000
## 896 0.38354167 0.4846786 0.0840000
## 1195 NA NA NA
## 1389 NA NA NA
## 1393 NA NA NA
## 1463 NA NA NA
## 1767 0.22080000 NA NA
## 2587 0.41500000 NA NA
## 2607 NA NA NA
## 137 0.36874515 0.2885323 0.0310000
## 258 0.28861111 NA NA
## 377 0.35299306 0.2221667 NA
## 1581 NA NA NA
## 1640 NA NA NA
## 2382 NA NA NA
## 2503 NA NA NA
## 2622 NA NA NA
## 69 0.54100000 NA NA
## 136 0.27857000 NA NA
## 1101 0.34483507 0.4191147 0.5047917
## 1268 0.41300000 NA NA
## 1279 NA NA NA
## 1308 NA NA NA
## 1324 NA NA NA
## 1330 NA NA NA
## 2104 NA NA NA
## 2314 NA NA NA
## 2381 NA NA NA
## 55 0.37194583 0.4015449 0.3926667
## 1153 NA NA NA
## 1439 NA NA NA
## 1617 0.04200000 NA NA
## 1653 NA NA NA
## 1737 NA NA NA
## 1926 NA NA NA
## 2300 0.00000000 NA NA
## 238 0.28744373 0.3279511 NA
## 1077 0.35115822 0.3735192 0.3640000
## 1159 NA NA NA
## 1253 NA NA NA
## 1387 NA NA NA
## 1450 NA NA NA
## 1915 NA NA NA
## 2483 NA NA NA
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## 529 NA NA NA
## 638 NA NA NA
## 951 NA 0.0495083333 0.193427778
## 1505 NA NA NA
## 1614 NA NA NA
## 1927 NA -0.1025542800 NA
## 2481 NA -0.2953778175 NA
## 2590 NA NA NA
## 467 NA 0.1067236111 -0.031126389
## avg_pitch_number_endurance avg_rolling_avg_velocity
## 479 39.66667 92.81111
## 532 25.50000 90.08333
## 1032 NA NA
## 1042 30.00000 87.56667
## 1047 36.00000 92.20000
## 1964 18.50000 90.68333
## 2148 NA NA
## 2154 NA NA
## 2192 NA NA
## 2241 NA NA
## 447 30.42857 94.95714
## 490 NA NA
## 496 44.66667 86.64444
## 923 58.00000 92.18333
## 1038 61.50000 91.10000
## 1960 NA NA
## 1984 18.00000 90.76667
## 1996 NA NA
## 2009 12.00000 92.76667
## 2051 13.00000 84.70000
## 2085 38.00000 95.73333
## 342 NA NA
## 362 46.80000 92.84000
## 896 29.00000 90.63333
## 1195 19.12500 93.85000
## 1389 NA NA
## 1393 30.00000 93.13333
## 1463 NA NA
## 1767 29.00000 89.26667
## 2587 NA NA
## 2607 NA NA
## 137 50.09091 92.79394
## 258 18.00000 93.96667
## 377 72.00000 91.45000
## 1581 NA NA
## 1640 18.00000 93.63333
## 2382 NA NA
## 2503 17.00000 91.75000
## 2622 NA NA
## 69 14.00000 93.28333
## 136 29.33333 92.51667
## 1101 57.50000 90.38333
## 1268 32.00000 90.50000
## 1279 14.50000 92.85000
## 1308 20.00000 92.81667
## 1324 NA NA
## 1330 15.00000 95.80000
## 2104 NA NA
## 2314 30.00000 98.33333
## 2381 17.50000 93.58333
## 55 85.00000 87.31667
## 1153 NA NA
## 1439 NA NA
## 1617 24.00000 93.03333
## 1653 NA NA
## 1737 NA NA
## 1926 13.20000 97.18667
## 2300 NA NA
## 238 37.50000 94.36667
## 1077 41.73333 91.22444
## 1159 NA NA
## 1253 NA NA
## 1387 12.00000 91.85000
## 1450 19.00000 91.20000
## 1915 NA NA
## 2483 NA NA
## 612 40.12500 92.94167
## 1229 NA NA
## 1231 NA NA
## 1349 NA NA
## 1553 23.50000 95.50000
## 1660 16.33333 96.15556
## 1663 NA NA
## 1959 NA NA
## 6121 40.12500 92.94167
## 12291 NA NA
## 12311 NA NA
## 13491 NA NA
## 15531 23.50000 95.50000
## 16601 16.33333 96.15556
## 16631 NA NA
## 19591 NA NA
## 476 19.00000 95.30000
## 527 38.58333 93.30833
## 576 32.00000 93.06667
## 2047 NA NA
## 2118 17.00000 93.83333
## 2133 42.00000 96.60000
## 2134 NA NA
## 2139 NA NA
## 2181 NA NA
## 2190 28.00000 91.60833
## 2205 NA NA
## 2206 28.25000 90.18333
## 758 37.57143 92.16190
## 820 60.00000 88.47778
## 1535 15.00000 94.02222
## 1546 6.00000 96.23333
## 1555 30.00000 96.03333
## 1618 NA NA
## 1684 17.00000 95.04444
## 1740 NA NA
## 1746 NA NA
## 2515 NA NA
## 2577 21.50000 92.76667
## 537 35.66667 88.22222
## 960 54.60000 94.42000
## 1068 18.50000 88.55000
## 12531 NA NA
## 1301 NA NA
## 1487 22.00000 94.00000
## 1508 18.50000 90.21667
## 1735 NA NA
## 2294 NA NA
## 805 NA NA
## 1563 23.00000 92.21667
## 1576 NA NA
## 1578 NA NA
## 1588 NA NA
## 1606 16.33333 93.68889
## 1644 NA NA
## 1650 NA NA
## 1655 NA NA
## 1679 NA NA
## 1698 NA NA
## 1712 NA NA
## 1722 NA NA
## 1745 NA NA
## 2562 18.66667 87.85556
## 366 47.61538 93.14872
## 389 NA NA
## 424 NA NA
## 1627 NA NA
## 1668 20.00000 94.12667
## 2123 NA NA
## 2146 NA NA
## 21811 NA NA
## 231 NA NA
## 592 75.00000 88.20000
## 813 58.00000 88.36667
## 1088 43.80000 91.22000
## 1449 21.50000 95.91667
## 1670 17.00000 94.10000
## 1945 NA NA
## 2306 NA NA
## 2527 NA NA
## 340 22.00000 93.36667
## 429 45.00000 90.96667
## 807 41.85714 97.91429
## 9231 58.00000 92.18333
## 1867 29.00000 98.23333
## 1956 NA NA
## 2334 NA NA
## 2450 NA NA
## 372 40.00000 91.44074
## 412 36.80000 92.72667
## 775 72.00000 90.60000
## 1358 NA NA
## 1448 NA NA
## 1899 NA NA
## 1939 NA NA
## 2302 NA NA
## 347 NA NA
## 743 25.50000 96.30000
## 1374 6.00000 93.30000
## 1376 NA NA
## 14871 22.00000 94.00000
## 1509 13.00000 94.80000
## 1874 NA NA
## 2270 NA NA
## 711 54.83333 96.00556
## 10421 30.00000 87.56667
## 1161 NA NA
## 1235 18.00000 94.41667
## 1300 NA NA
## 1320 8.00000 93.30000
## 2238 NA NA
## 2569 NA NA
## 395 35.50000 91.85000
## 1429 NA NA
## 1440 NA NA
## 1443 30.00000 90.76667
## 1474 26.10000 94.90667
## 1501 23.00000 93.23333
## 1502 NA NA
## 1504 NA NA
## 1516 21.00000 94.15000
## 1922 NA NA
## 222 19.20000 94.22000
## 4791 39.66667 92.81111
## 1254 22.00000 93.90000
## 1343 NA NA
## 1671 NA NA
## 1705 NA NA
## 1719 NA NA
## 1830 NA NA
## 1172 NA NA
## 11951 19.12500 93.85000
## 1311 NA NA
## 1313 NA NA
## 1353 14.33333 93.61111
## 1360 NA NA
## 1895 30.50000 95.48333
## 1983 NA NA
## 2248 23.00000 93.36667
## 2357 NA NA
## 226 21.50000 96.35000
## 480 44.62500 94.79583
## 845 51.00000 92.08333
## 1552 NA NA
## 1609 13.00000 93.99333
## 1703 NA NA
## 1728 16.00000 94.60000
## 2145 NA NA
## 249 37.27273 90.42727
## 251 39.00000 91.80000
## 506 NA NA
## 556 43.00000 89.46667
## 1208 NA NA
## 1283 NA NA
## 1284 16.66667 96.12222
## 2345 20.00000 84.56667
## 2565 NA NA
## 317 70.00000 92.55000
## 335 18.50000 91.91667
## 663 NA NA
## 1333 NA NA
## 1475 NA NA
## 19961 NA NA
## 2113 12.75000 98.70000
## 2368 NA NA
## 22 NA NA
## 63 31.00000 95.10000
## 168 44.20000 93.85333
## 174 NA NA
## 673 18.00000 90.21667
## 1177 NA NA
## 1180 14.00000 96.56667
## 1260 NA NA
## 1744 NA NA
## 1759 31.00000 94.30000
## 2222 NA NA
## 2362 NA NA
## 2530 17.00000 91.65000
## 2600 NA NA
## 2641 22.00000 90.74444
## 7581 37.57143 92.16190
## 1178 24.50000 88.31667
## 1287 15.75000 92.19167
## 1445 NA NA
## 19561 NA NA
## 2229 NA NA
## 2246 NA NA
## 2312 NA NA
## 2412 11.75000 91.12917
## 173 48.80000 95.00000
## 315 41.52381 97.12381
## 376 24.50000 98.40000
## 1630 NA NA
## 1646 NA NA
## 1683 20.50000 95.31667
## 1891 NA NA
## 1930 NA NA
## 2007 NA NA
## 2252 NA NA
## 2471 NA NA
## 2511 26.00000 93.25000
## 152 NA NA
## 307 16.71429 88.08095
## 414 NA NA
## 1185 20.00000 91.86667
## 1331 18.00000 94.93333
## 1351 NA NA
## 1565 NA NA
## 1718 NA NA
## 1808 NA NA
## 2013 21.75000 91.60833
## 2031 NA NA
## 2090 NA NA
## 598 63.66667 89.23333
## 1155 NA NA
## 13581 NA NA
## 1533 19.25000 92.25833
## 2025 24.00000 94.90000
## 2035 NA NA
## 2307 NA NA
## 2498 NA NA
## 5321 25.50000 90.08333
## 975 51.46667 90.35556
## 1040 51.40000 89.85333
## 1214 NA NA
## 1612 NA NA
## 2006 NA NA
## 2338 NA NA
## 2504 NA NA
## 2536 27.00000 91.86667
## 279 9.00000 93.16667
## 351 NA NA
## 1336 34.00000 91.70000
## 13492 NA NA
## 1356 14.00000 95.68333
## 1417 24.00000 90.63333
## 15091 13.00000 94.80000
## 1542 NA NA
## 2055 NA NA
## 2273 NA NA
## 2499 39.00000 92.70000
## 2566 NA NA
## 51 51.40000 90.30000
## 365 NA NA
## 552 14.50000 92.01333
## 630 26.33333 92.47407
## 1493 NA NA
## 1506 NA NA
## 1514 NA NA
## 1925 28.00000 94.40000
## 2349 NA NA
## 2413 NA NA
## 2629 NA NA
## 48 9.00000 93.93333
## 246 NA NA
## 1428 11.00000 98.30000
## 14872 22.00000 94.00000
## 1503 NA NA
## 16981 NA NA
## 1700 18.00000 86.10000
## 2169 NA NA
## 2178 19.00000 91.80000
## 2626 8.00000 92.83333
## 3951 35.50000 91.85000
## 1270 NA NA
## 1315 34.00000 92.83333
## 1381 NA NA
## 16531 NA NA
## 1661 NA NA
## 2027 13.50000 95.65000
## 2128 32.00000 94.26667
## 1220 NA NA
## 1369 NA NA
## 1392 NA NA
## 1751 10.00000 95.93333
## 1988 NA NA
## 2153 16.87500 93.59167
## 2167 7.00000 93.20000
## 2437 24.00000 84.80000
## 2454 26.00000 90.40000
## 2578 NA NA
## 1097 52.12500 90.20000
## 1209 NA NA
## 1335 11.33333 93.86667
## 1975 27.00000 92.76667
## 2187 18.33333 94.00000
## 2259 NA NA
## 2341 NA NA
## 2453 13.00000 90.40000
## 2522 15.00000 87.80000
## 574 NA NA
## 590 19.00000 92.75556
## 983 51.12500 94.80417
## 1013 62.80000 88.82000
## 2076 NA NA
## 2158 NA NA
## 2177 NA NA
## 2324 25.50000 92.08333
## 182 NA NA
## 212 31.00000 95.36667
## 333 68.00000 91.87778
## 609 26.22222 90.99630
## 1162 NA NA
## 1286 NA NA
## 1426 15.44444 95.60741
## 1611 NA NA
## 1882 24.50000 91.96667
## 1958 NA NA
## 2038 19.50000 94.95000
## 2467 NA NA
## 756 NA NA
## 780 39.45000 94.36333
## 991 NA NA
## 1305 16.50000 95.32500
## 1373 NA NA
## 1459 20.00000 93.26667
## 1594 NA NA
## 1860 NA NA
## 613 NA NA
## 1108 40.00000 92.04444
## 2279 NA NA
## 2310 NA NA
## 2333 NA NA
## 2348 13.00000 88.13333
## 2372 NA NA
## 2526 NA NA
## 2574 17.50000 92.83333
## 111 15.00000 85.16667
## 1438 18.00000 94.40000
## 15041 NA NA
## 1811 NA NA
## 2092 NA NA
## 2131 NA NA
## 2410 19.00000 92.56667
## 2539 NA NA
## 1111 15.00000 85.16667
## 14381 18.00000 94.40000
## 15042 NA NA
## 18111 NA NA
## 20921 NA NA
## 21311 NA NA
## 24101 19.00000 92.56667
## 25391 NA NA
## 529 17.00000 91.20000
## 638 NA NA
## 951 NA NA
## 1505 10.00000 95.26667
## 1614 18.66667 94.27778
## 1927 NA NA
## 2481 35.00000 91.50000
## 2590 NA NA
## 467 76.33333 92.94444
## avg_first_pitch_velocity X inning_role length_role matchup_role
## 479 94.47778 2603 none long LHH
## 532 91.78333 145 none none RHH
## 1032 NA 112 start <NA> <NA>
## 1042 89.76667 899 none short none
## 1047 94.16667 830 middle none RHH
## 1964 92.30000 1947 none short none
## 2148 NA 2453 late short none
## 2154 NA 2552 middle medium RHH
## 2192 NA 2215 none medium none
## 2241 NA 2334 middle short none
## 447 96.83333 2449 none long none
## 490 NA 32 none short none
## 496 88.60000 372 none none RHH
## 923 93.85000 2112 none long none
## 1038 92.66667 630 start <NA> <NA>
## 1960 NA 2414 late short LHH
## 1984 92.40000 2309 none short none
## 1996 NA 2517 late short LHH
## 2009 94.50000 2560 none short none
## 2051 86.60000 1944 none short none
## 2085 97.26667 2448 middle none RHH
## 342 NA 2000 none short none
## 362 94.58667 2336 none short none
## 896 92.60000 1691 none none none
## 1195 95.54583 380 none short none
## 1389 NA 312 none short none
## 1393 95.00000 814 late medium LHH
## 1463 NA 448 none short none
## 1767 90.83333 1389 middle short none
## 2587 NA 2190 none short none
## 2607 NA 2444 none none RHH
## 137 94.39091 386 start <NA> <NA>
## 258 95.63333 1299 none short none
## 377 93.25000 2504 none long LHH
## 1581 NA 1588 late short none
## 1640 95.20000 1416 none short none
## 2382 NA 366 none short none
## 2503 93.56667 1415 none short RHH
## 2622 NA 2389 none short none
## 69 94.95000 50 none short none
## 136 94.28889 138 none none none
## 1101 92.07500 1839 start <NA> <NA>
## 1268 92.03333 284 none short none
## 1279 94.55000 277 late short none
## 1308 94.60000 794 none short none
## 1324 NA 718 late short RHH
## 1330 97.38333 86 late short LHH
## 2104 NA 2481 late short none
## 2314 99.96667 877 none short RHH
## 2381 95.53333 148 none short none
## 55 89.11667 80 none long none
## 1153 NA 103 none short RHH
## 1439 NA 864 middle short RHH
## 1617 94.66667 1245 none short none
## 1653 NA 1459 late short RHH
## 1737 NA 991 none short RHH
## 1926 98.88667 963 none short none
## 2300 NA 2488 none short none
## 238 95.96667 1076 start <NA> <NA>
## 1077 92.98667 1066 start <NA> <NA>
## 1159 NA 449 middle short RHH
## 1253 NA 806 late short RHH
## 1387 93.40000 696 none short RHH
## 1450 93.46667 839 middle medium LHH
## 1915 NA 1767 none short RHH
## 2483 NA 1710 none short RHH
## 612 94.65833 1539 none none RHH
## 1229 NA 731 late none RHH
## 1231 NA 565 none short none
## 1349 NA 98 none short none
## 1553 97.18333 1048 none short none
## 1660 97.77778 1357 none short none
## 1663 NA 1612 none short none
## 1959 NA 2401 late short none
## 6121 94.65833 1539 none none RHH
## 12291 NA 731 late none RHH
## 12311 NA 565 none short none
## 13491 NA 98 none short none
## 15531 97.18333 1048 none short none
## 16601 97.77778 1357 none short none
## 16631 NA 1612 none short none
## 19591 NA 2401 late short none
## 476 97.06667 2459 none short none
## 527 95.21111 462 none short RHH
## 576 94.86667 950 none none none
## 2047 NA 2213 late short RHH
## 2118 95.40000 1799 none short none
## 2133 98.60000 2375 middle short none
## 2134 NA 2191 late short RHH
## 2139 NA 1895 none short none
## 2181 NA 2543 late short LHH
## 2190 93.55000 2186 none long none
## 2205 NA 1818 late short none
## 2206 91.80833 1808 none short none
## 758 94.10952 114 start <NA> <NA>
## 820 90.12222 1072 start <NA> <NA>
## 1535 95.60000 738 none short none
## 1546 98.13333 1211 late short none
## 1555 97.76667 1665 middle short none
## 1618 NA 1112 none short none
## 1684 96.84444 1113 none short none
## 1740 NA 1450 none short none
## 1746 NA 1231 none short none
## 2515 NA 1669 none short none
## 2577 94.41667 2422 none short none
## 537 90.01111 485 none long RHH
## 960 96.07333 1838 start <NA> <NA>
## 1068 90.16667 928 start <NA> <NA>
## 12531 NA 806 late short RHH
## 1301 NA 28 none none none
## 1487 95.60000 590 none none none
## 1508 92.25000 607 none short none
## 1735 NA 1750 none short none
## 2294 NA 2581 late short RHH
## 805 NA 1583 start <NA> <NA>
## 1563 93.96667 1096 late short none
## 1576 NA 1617 late short RHH
## 1578 NA 1687 none short none
## 1588 NA 1579 late short RHH
## 1606 95.34444 1020 none short none
## 1644 NA 1019 late short none
## 1650 NA 1484 none none RHH
## 1655 NA 1468 late short RHH
## 1679 NA 1412 none short RHH
## 1698 NA 1461 none short none
## 1712 NA 1572 late short none
## 1722 NA 1522 none short RHH
## 1745 NA 1660 none short none
## 2562 89.57778 2466 none short none
## 366 94.78205 2224 none long none
## 389 NA 2600 none short none
## 424 NA 2496 none short none
## 1627 NA 1646 late medium RHH
## 1668 95.86000 1277 none short none
## 2123 NA 2617 late short none
## 2146 NA 1862 none short none
## 21811 NA 2543 late short LHH
## 231 NA 1599 none short RHH
## 592 89.90000 1205 none short none
## 813 89.90000 1618 start <NA> <NA>
## 1088 92.99333 1682 none long RHH
## 1449 98.01667 152 none short none
## 1670 95.63333 1091 middle short none
## 1945 NA 1794 none short none
## 2306 NA 828 late short none
## 2527 NA 1044 none short RHH
## 340 95.60000 1917 none short none
## 429 93.00000 2177 none long none
## 807 99.63333 1685 start <NA> <NA>
## 9231 93.85000 2112 none long none
## 1867 99.86667 1603 late none none
## 1956 NA 2476 none none none
## 2334 NA 771 late short LHH
## 2450 NA 1144 none short none
## 372 93.42593 2144 start <NA> <NA>
## 412 94.49333 2160 none long none
## 775 92.46667 846 start <NA> <NA>
## 1358 NA 766 late short LHH
## 1448 NA 63 none short none
## 1899 NA 1779 none long RHH
## 1939 NA 2573 late short none
## 2302 NA 374 none short none
## 347 NA 1807 none short RHH
## 743 98.01667 336 start <NA> <NA>
## 1374 94.86667 704 late short none
## 1376 NA 778 none medium RHH
## 14871 95.60000 590 none none none
## 1509 96.30000 896 none short none
## 1874 NA 1707 late short LHH
## 2270 NA 2539 late none none
## 711 97.72222 322 start <NA> <NA>
## 10421 89.76667 899 none short none
## 1161 NA 307 late short none
## 1235 96.07500 274 none short none
## 1300 NA 502 late short RHH
## 1320 95.06667 39 none short none
## 2238 NA 2631 none medium RHH
## 2569 NA 1905 none short RHH
## 395 93.40000 2128 none short none
## 1429 NA 841 none short none
## 1440 NA 905 none short none
## 1443 92.43333 444 none short none
## 1474 96.59000 249 none short none
## 1501 94.80000 466 none short none
## 1502 NA 547 middle short RHH
## 1504 NA 432 none short none
## 1516 95.76667 866 none short none
## 1922 NA 1761 late short none
## 222 96.02667 1089 none short none
## 4791 94.47778 2603 none long LHH
## 1254 95.83333 636 none short none
## 1343 NA 647 late short LHH
## 1671 NA 1475 none short none
## 1705 NA 1308 none short none
## 1719 NA 1219 middle short none
## 1830 NA 1009 none short RHH
## 1172 NA 853 none short none
## 11951 95.54583 380 none short none
## 1311 NA 364 none short none
## 1313 NA 701 middle short none
## 1353 95.65556 59 late short none
## 1360 NA 169 late short RHH
## 1895 97.50000 1437 none short none
## 1983 NA 2278 late short none
## 2248 95.06667 2295 none none none
## 2357 NA 802 middle short RHH
## 226 98.15000 1023 none short none
## 480 96.67500 2207 none long none
## 845 93.68333 1268 start <NA> <NA>
## 1552 NA 1551 none short none
## 1609 95.82667 1170 none short none
## 1703 NA 1614 late short LHH
## 1728 96.16667 1305 none short none
## 2145 NA 2324 late short RHH
## 249 92.39394 911 start <NA> <NA>
## 251 93.56667 1481 none short none
## 506 NA 403 start <NA> <NA>
## 556 91.26667 796 none short RHH
## 1208 NA 56 none short none
## 1283 NA 357 late short none
## 1284 97.75556 158 none short none
## 2345 86.10000 96 none short none
## 2565 NA 1872 none short none
## 317 94.30000 1754 none none none
## 335 93.60000 1875 none short none
## 663 NA 2008 none long RHH
## 1333 NA 401 none short none
## 1475 NA 887 none short RHH
## 19961 NA 2517 late short LHH
## 2113 100.51667 1867 none short none
## 2368 NA 494 none short none
## 22 NA 854 late short none
## 63 96.86667 196 none short none
## 168 95.59333 488 none long none
## 174 NA 1158 none short none
## 673 91.85000 2312 none short none
## 1177 NA 355 none short none
## 1180 98.13333 173 late short none
## 1260 NA 174 none short none
## 1744 NA 937 none short none
## 1759 96.20000 1142 none short none
## 2222 NA 2259 middle short none
## 2362 NA 166 none short LHH
## 2530 93.50000 962 late short none
## 2600 NA 1894 late short RHH
## 2641 92.51111 2236 none none none
## 7581 94.10952 114 start <NA> <NA>
## 1178 90.00000 58 none short none
## 1287 94.06667 759 none none none
## 1445 NA 671 late short LHH
## 19561 NA 2476 none none none
## 2229 NA 2338 none none none
## 2246 NA 2396 none medium none
## 2312 NA 804 none short none
## 2412 92.93750 304 none short none
## 173 96.67333 141 none long none
## 315 98.80317 1274 start <NA> <NA>
## 376 99.95000 2370 none short none
## 1630 NA 1771 late short RHH
## 1646 NA 1634 none short RHH
## 1683 97.08333 1035 late short none
## 1891 NA 1181 none short none
## 1930 NA 2615 middle short RHH
## 2007 NA 1979 none short none
## 2252 NA 2550 late short none
## 2471 NA 945 none short none
## 2511 94.83333 1652 none short none
## 152 NA 477 none short none
## 307 89.88095 1443 none short none
## 414 NA 2038 none short none
## 1185 93.50000 153 late short none
## 1331 96.53333 235 late short none
## 1351 NA 788 late short RHH
## 1565 NA 1537 late short LHH
## 1718 NA 1677 late short none
## 1808 NA 1619 late short none
## 2013 93.21667 1971 none short none
## 2031 NA 2239 late short RHH
## 2090 NA 1890 none short RHH
## 598 90.78889 1399 none long RHH
## 1155 NA 256 none short RHH
## 13581 NA 766 late short LHH
## 1533 93.85000 717 middle short none
## 2025 96.46667 1887 none short none
## 2035 NA 2029 late short none
## 2307 NA 108 none short none
## 2498 NA 1289 none long RHH
## 5321 91.78333 145 none none RHH
## 975 92.01556 2271 start <NA> <NA>
## 1040 91.55333 800 none none RHH
## 1214 NA 433 none short none
## 1612 NA 1559 late short none
## 2006 NA 2531 late short none
## 2338 NA 686 none short none
## 2504 NA 1444 none short none
## 2536 93.36667 1720 middle long LHH
## 279 94.73333 1129 middle short none
## 351 NA 2019 none short none
## 1336 93.76667 427 middle none none
## 13492 NA 98 none short none
## 1356 97.33333 104 none short none
## 1417 92.23333 805 none none none
## 15091 96.30000 896 none short none
## 1542 NA 1215 late short none
## 2055 NA 1804 late short none
## 2273 NA 2407 late short RHH
## 2499 94.40000 1047 none short none
## 2566 NA 1988 none short none
## 51 92.69333 410 none none none
## 365 NA 2210 none long none
## 552 94.11333 544 none short none
## 630 94.28889 1913 none short RHH
## 1493 NA 904 none short none
## 1506 NA 172 late short none
## 1514 NA 710 late short none
## 1925 95.93333 1147 middle short RHH
## 2349 NA 515 none short none
## 2413 NA 908 late short none
## 2629 NA 2410 none short none
## 48 95.70000 436 none short none
## 246 NA 1176 none short none
## 1428 100.60000 851 none short LHH
## 14872 95.60000 590 none none none
## 1503 NA 760 none short none
## 16981 NA 1461 none short none
## 1700 87.96667 1237 none short none
## 2169 NA 2530 late short none
## 2178 93.40000 1795 none short none
## 2626 94.50000 2506 middle short none
## 3951 93.40000 2128 none short none
## 1270 NA 622 none none none
## 1315 94.46667 176 middle short LHH
## 1381 NA 858 late short LHH
## 16531 NA 1459 late short RHH
## 1661 NA 1229 none short none
## 2027 97.21667 2092 late short none
## 2128 95.76667 2400 none short none
## 1220 NA 833 middle short none
## 1369 NA 810 late short RHH
## 1392 NA 517 none short none
## 1751 97.56667 1028 none short none
## 1988 NA 2535 none short none
## 2153 95.37917 1912 middle short RHH
## 2167 95.26667 2314 none none none
## 2437 86.33333 1611 none none RHH
## 2454 91.90000 1004 none short none
## 2578 NA 2032 none short RHH
## 1097 91.81667 2163 start <NA> <NA>
## 1209 NA 308 middle short RHH
## 1335 95.56667 661 none short none
## 1975 94.40000 2404 none short none
## 2187 95.73333 1892 middle short none
## 2259 NA 2526 none short RHH
## 2341 NA 856 middle short LHH
## 2453 92.10000 1446 none short none
## 2522 89.40000 1513 none short none
## 574 NA 1462 none long RHH
## 590 94.34444 1087 none none RHH
## 983 96.45833 2152 start <NA> <NA>
## 1013 90.52667 330 start <NA> <NA>
## 2076 NA 2216 late short none
## 2158 NA 2577 late short LHH
## 2177 NA 2209 middle short none
## 2324 93.95000 165 none short none
## 182 NA 1108 none short none
## 212 96.93333 1283 none short none
## 333 93.52222 2341 start <NA> <NA>
## 609 92.70370 966 start <NA> <NA>
## 1162 NA 83 none short none
## 1286 NA 253 none short none
## 1426 97.60741 285 none short none
## 1611 NA 1550 middle short none
## 1882 93.56667 1575 none short none
## 1958 NA 1974 none short none
## 2038 96.58333 1876 late short none
## 2467 NA 1175 none short none
## 756 NA 875 none long none
## 780 96.02833 592 start <NA> <NA>
## 991 NA 2065 start <NA> <NA>
## 1305 97.14167 62 none short none
## 1373 NA 508 late short none
## 1459 94.86667 171 none short none
## 1594 NA 1557 late short RHH
## 1860 NA 1595 late short none
## 613 NA 1650 none long RHH
## 1108 94.08889 1852 start <NA> <NA>
## 2279 NA 2333 late short none
## 2310 NA 525 middle short RHH
## 2333 NA 202 none short RHH
## 2348 89.63333 581 none short none
## 2372 NA 367 middle short none
## 2526 NA 1725 middle short RHH
## 2574 94.90000 2323 none short none
## 111 87.26667 677 none long none
## 1438 96.16667 599 none short none
## 15041 NA 432 none short none
## 1811 NA 1293 late short none
## 2092 NA 2571 none short none
## 2131 NA 2575 none short none
## 2410 94.13333 907 none short none
## 2539 NA 1985 none short RHH
## 1111 87.26667 677 none long none
## 14381 96.16667 599 none short none
## 15042 NA 432 none short none
## 18111 NA 1293 late short none
## 20921 NA 2571 none short none
## 21311 NA 2575 none short none
## 24101 94.13333 907 none short none
## 25391 NA 1985 none short RHH
## 529 92.70000 526 none short RHH
## 638 NA 2464 none short none
## 951 NA 2060 start <NA> <NA>
## 1505 97.13333 862 none short none
## 1614 95.86667 1243 none short none
## 1927 NA 1801 none short none
## 2481 93.03333 1592 middle short none
## 2590 NA 1884 none short none
## 467 94.50000 2580 none long LHH
## leverage_role in_cluster
## 479 low 0
## 532 low 0
## 1032 <NA> 0
## 1042 low 0
## 1047 low 0
## 1964 high 0
## 2148 low 0
## 2154 low 0
## 2192 low 0
## 2241 low 0
## 447 low 0
## 490 low 0
## 496 low 0
## 923 low 0
## 1038 <NA> 0
## 1960 low 0
## 1984 low 0
## 1996 low 0
## 2009 low 0
## 2051 low 0
## 2085 low 0
## 342 low 0
## 362 low 0
## 896 low 0
## 1195 low 0
## 1389 none 0
## 1393 low 0
## 1463 low 0
## 1767 low 0
## 2587 low 0
## 2607 low 0
## 137 <NA> 0
## 258 none 0
## 377 low 0
## 1581 low 0
## 1640 none 0
## 2382 none 0
## 2503 high 0
## 2622 high 0
## 69 none 0
## 136 low 0
## 1101 <NA> 0
## 1268 high 0
## 1279 high 0
## 1308 high 0
## 1324 low 0
## 1330 high 0
## 2104 low 0
## 2314 low 0
## 2381 high 0
## 55 low 0
## 1153 none 0
## 1439 high 0
## 1617 none 0
## 1653 low 0
## 1737 high 0
## 1926 high 0
## 2300 low 0
## 238 <NA> 0
## 1077 <NA> 0
## 1159 low 0
## 1253 low 0
## 1387 low 0
## 1450 low 0
## 1915 low 0
## 2483 low 0
## 612 low 0
## 1229 low 0
## 1231 low 0
## 1349 low 0
## 1553 high 0
## 1660 low 0
## 1663 high 0
## 1959 low 0
## 6121 low 0
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## 12311 low 0
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## 15531 high 0
## 16601 low 0
## 16631 high 0
## 19591 low 0
## 476 high 0
## 527 low 0
## 576 none 0
## 2047 low 0
## 2118 high 0
## 2133 high 0
## 2134 low 0
## 2139 high 0
## 2181 low 0
## 2190 low 0
## 2205 high 0
## 2206 low 0
## 758 <NA> 0
## 820 <NA> 0
## 1535 none 0
## 1546 high 0
## 1555 high 0
## 1618 none 0
## 1684 high 0
## 1740 low 0
## 1746 low 0
## 2515 low 0
## 2577 none 0
## 537 low 0
## 960 <NA> 0
## 1068 <NA> 0
## 12531 low 0
## 1301 low 0
## 1487 low 0
## 1508 low 0
## 1735 low 0
## 2294 low 0
## 805 <NA> 0
## 1563 high 0
## 1576 low 0
## 1578 low 0
## 1588 low 0
## 1606 high 0
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## 1650 none 0
## 1655 low 0
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## 1698 high 0
## 1712 low 0
## 1722 none 0
## 1745 none 0
## 2562 low 0
## 366 low 0
## 389 low 0
## 424 none 0
## 1627 low 0
## 1668 high 0
## 2123 low 0
## 2146 high 0
## 21811 low 0
## 231 none 0
## 592 none 0
## 813 <NA> 0
## 1088 low 0
## 1449 none 0
## 1670 low 0
## 1945 low 0
## 2306 low 0
## 2527 none 0
## 340 none 0
## 429 low 0
## 807 <NA> 0
## 9231 low 0
## 1867 low 0
## 1956 low 0
## 2334 low 0
## 2450 low 0
## 372 <NA> 0
## 412 low 0
## 775 <NA> 0
## 1358 low 0
## 1448 low 0
## 1899 low 0
## 1939 low 0
## 2302 low 0
## 347 none 0
## 743 <NA> 0
## 1374 low 0
## 1376 low 0
## 14871 low 0
## 1509 low 0
## 1874 low 0
## 2270 low 0
## 711 <NA> 0
## 10421 low 0
## 1161 high 0
## 1235 high 0
## 1300 low 0
## 1320 low 0
## 2238 low 0
## 2569 high 0
## 395 none 0
## 1429 none 0
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## 1443 none 0
## 1474 low 0
## 1501 none 0
## 1502 none 0
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## 1516 none 0
## 1922 low 0
## 222 high 0
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## 1254 high 0
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## 1830 low 0
## 1172 none 0
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## 1895 low 0
## 1983 low 0
## 2248 low 0
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## 226 low 0
## 480 none 0
## 845 <NA> 0
## 1552 low 0
## 1609 high 0
## 1703 low 0
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## 249 <NA> 0
## 251 none 0
## 506 <NA> 0
## 556 low 0
## 1208 none 0
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## 1284 none 0
## 2345 low 0
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## 317 none 0
## 335 none 0
## 663 none 0
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## 2412 low 0
## 173 none 0
## 315 <NA> 0
## 376 low 0
## 1630 low 0
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## 1683 high 0
## 1891 low 0
## 1930 none 0
## 2007 high 0
## 2252 low 0
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## 1533 none 0
## 2025 none 0
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## 2498 low 0
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## 975 <NA> 0
## 1040 low 0
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## 1612 low 0
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## 2338 high 0
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## 279 none 0
## 351 none 0
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## 51 none 0
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## 2128 none 0
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## 1392 low 0
## 1751 high 0
## 1988 low 0
## 2153 high 0
## 2167 low 0
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## 2578 high 0
## 1097 <NA> 0
## 1209 high 0
## 1335 low 0
## 1975 low 0
## 2187 high 0
## 2259 low 0
## 2341 high 0
## 2453 high 0
## 2522 none 0
## 574 low 0
## 590 low 0
## 983 <NA> 0
## 1013 <NA> 0
## 2076 low 0
## 2158 low 0
## 2177 low 0
## 2324 low 0
## 182 none 0
## 212 high 0
## 333 <NA> 0
## 609 <NA> 0
## 1162 high 0
## 1286 high 0
## 1426 none 0
## 1611 low 0
## 1882 none 0
## 1958 high 0
## 2038 high 0
## 2467 high 0
## 756 low 0
## 780 <NA> 0
## 991 <NA> 0
## 1305 low 0
## 1373 low 0
## 1459 low 0
## 1594 low 0
## 1860 low 0
## 613 none 0
## 1108 <NA> 0
## 2279 low 0
## 2310 low 0
## 2333 none 0
## 2348 low 0
## 2372 none 0
## 2526 high 0
## 2574 low 0
## 111 low 0
## 1438 low 0
## 15041 low 0
## 1811 low 0
## 2092 low 0
## 2131 low 0
## 2410 low 0
## 2539 high 0
## 1111 low 0
## 14381 low 0
## 15042 low 0
## 18111 low 0
## 20921 low 0
## 21311 low 0
## 24101 low 0
## 25391 high 0
## 529 high 0
## 638 high 0
## 951 <NA> 0
## 1505 low 0
## 1614 low 0
## 1927 low 0
## 2481 low 0
## 2590 high 0
## 467 low 0
## [ reached 'max' / getOption("max.print") -- omitted 2466 rows ]g_2 <- ggplot(graph_cluster_2, # Set data set
aes(x = BB_pct, # Set total distance as x-axis variable
fill = factor(in_cluster))) + # Set injury as fill
geom_density(alpha = 0.7)
g_2
graph_cluster_3 <- clusters_of_interest %>%
mutate(in_cluster = if_else(list_object == 5 & cluster == 1, 1,0))
graph_cluster_3## list_object cluster role name pitcher throws IP
## 479 1 1 Leverage Carson Spiers 686730 R 13.0
## 532 1 1 Leverage Wes Benjamin 605138 L 22.2
## 1032 1 1 Leverage Sean Manaea 640455 L 179.1
## 1042 1 1 Leverage Reiver Sanmartin 665665 L 11.2
## 1047 1 1 Leverage Jake Latz 656641 L 4.2
## 1964 1 1 Leverage Ryan Tepera 572193 R 10.2
## 2148 1 1 Leverage Josh Rojas 668942 R 2.0
## 2154 1 1 Leverage Rene Pinto 650907 R 1.0
## 2192 1 1 Leverage Braden Bristo 668754 R 7.0
## 2241 1 1 Leverage Juan Then 672730 R 11.0
## 447 1 17 Leverage Keaton Winn 676775 R 42.1
## 490 1 17 Leverage David Price 456034 L 73.2
## 496 1 17 Leverage Wade LeBlanc 453281 L 48.3
## 923 1 17 Leverage Vince Velasquez 592826 R 37.1
## 1038 1 17 Leverage Framber Valdez 664285 L 134.2
## 1960 1 17 Leverage Chris Owings 572008 R 1.0
## 1984 1 17 Leverage Spencer Patton 607359 R 12.1
## 1996 1 17 Leverage Ildemaro Vargas 545121 R 2.0
## 2009 1 17 Leverage Joey Krehbiel 607216 R 5.0
## 2051 1 17 Leverage Adam Cimber 643256 R 20.2
## 2085 1 17 Leverage Reed Garrett 657585 R 19.2
## 342 1 20 Leverage Luis Cessa 570666 R 26.0
## 362 1 20 Leverage Zack Littell 641793 R 89.3
## 896 1 20 Leverage Xzavion Curry 675540 R 9.1
## 1195 1 20 Leverage Hunter Strickland 519326 R 58.2
## 1389 1 20 Leverage Yoan Lopez 661255 R 12.1
## 1393 1 20 Leverage David Paulino 600944 R 2.0
## 1463 1 20 Leverage Kodi Whitley 676831 R 25.1
## 1767 1 20 Leverage Cody Stashak 664054 R 16.1
## 2587 1 20 Leverage Danny Young 664849 L 8.1
## 2607 1 20 Leverage Anthony Kay 641743 L 14.2
## 137 1 86 Length Griffin Canning 656288 R 62.2
## 258 1 86 Length Jimmy Lambert 669424 R 46.3
## 377 1 86 Length Brett Kennedy 664028 R 18.0
## 1581 1 86 Length Christian Bethancourt 542194 R 4.0
## 1640 1 86 Length Lucas Sims 608371 R 6.2
## 2382 1 86 Length Brett Martin 656685 L 62.1
## 2503 1 86 Length Colin Poche 621363 L 58.2
## 2622 1 86 Length Josh Walker 677020 L 10.0
## 69 1 102 Length Mike Mayers 594577 R 74.3
## 136 1 102 Length Brandon Bielak 656232 R 49.3
## 1101 1 102 Length Patrick Corbin 571578 L 180.0
## 1268 1 102 Length Archie Bradley 605151 R 51.0
## 1279 1 102 Length Dylan Floro 571670 R 64.0
## 1308 1 102 Length Rowan Wick 592858 R 23.0
## 1324 1 102 Length Andrew Knapp 595284 R 0.1
## 1330 1 102 Length Alex Reyes 621052 R 72.1
## 2104 1 102 Length Josh Lester 623507 R 1.0
## 2314 1 102 Length Anthony Gose 543238 L 6.2
## 2381 1 102 Length Josh Taylor 657031 L 47.2
## 55 1 136 Length Alec Mills 621219 R 118.3
## 1153 1 136 Length Joe Smith 501925 R 39.2
## 1439 1 136 Length Brandyn Sittinger 670087 R 4.2
## 1617 1 136 Length Seth Lugo 607625 R 65.0
## 1653 1 136 Length Matt Reynolds 608703 R 1.1
## 1737 1 136 Length Domingo Acevedo 642758 R 67.2
## 1926 1 136 Length Robert Suarez 663158 R 47.2
## 2300 1 136 Length Victor Mederos 682989 R 3.0
## 238 1 186 Leverage Mitch Keller 656605 R 159.0
## 1077 1 186 Leverage Justin Steele 657006 L 119.0
## 1159 1 186 Leverage Pedro Strop 467008 R 2.0
## 1253 1 186 Leverage Kevin Pillar 607680 R 0.1
## 1387 1 186 Leverage Domingo Acevedo 642758 R 11.0
## 1450 1 186 Leverage Raynel Espinal 642659 R 2.0
## 1915 1 186 Leverage Frank German 681464 R 4.0
## 2483 1 186 Leverage Jose Castillo 620454 L 1.0
## 612 1 215 Length Matthew Liberatore 669461 L 34.2
## 1229 1 215 Length Ronald Torreyes 591720 R 2.2
## 1231 1 215 Length A.J. Cole 595918 R 8.0
## 1349 1 215 Length Phillips Valdez 570488 R 40.0
## 1553 1 215 Length Ryan Brasier 518489 R 62.1
## 1660 1 215 Length Yunior Marte 628708 R 48.0
## 1663 1 215 Length Jose Leclerc 600917 R 47.2
## 1959 1 215 Length Christian Bethancourt 542194 R 0.1
## 6121 1 215 Leverage Matthew Liberatore 669461 L 34.2
## 12291 1 215 Leverage Ronald Torreyes 591720 R 2.2
## 12311 1 215 Leverage A.J. Cole 595918 R 8.0
## 13491 1 215 Leverage Phillips Valdez 570488 R 40.0
## 15531 1 215 Leverage Ryan Brasier 518489 R 62.1
## 16601 1 215 Leverage Yunior Marte 628708 R 48.0
## 16631 1 215 Leverage Jose Leclerc 600917 R 47.2
## 19591 1 215 Leverage Christian Bethancourt 542194 R 0.1
## 476 1 218 Length Carmen Mlodzinski 669387 R 35.3
## 527 1 218 Length Sam Hentges 656529 L 68.2
## 576 1 218 Length Sean Newcomb 656794 L 27.2
## 2047 1 218 Length Brandon Dixon 641525 R 1.0
## 2118 1 218 Length Enyel De Los Santos 660853 R 65.2
## 2133 1 218 Length Lucas Erceg 668674 R 55.0
## 2134 1 218 Length Zach McKinstry 656716 R 1.0
## 2139 1 218 Length Zach Jackson 667427 R 18.0
## 2181 1 218 Length Daysbel Hernandez 678226 R 3.2
## 2190 1 218 Length Peter Solomon 656981 R 13.1
## 2205 1 218 Length Emmanuel Clase 661403 R 72.2
## 2206 1 218 Length Seth Martinez 661527 R 43.0
## 758 2 43 Length Shohei Ohtani 660271 R 130.1
## 820 2 43 Length Zach Davies 605200 R 134.1
## 1535 2 43 Length Nick Mears 683232 R 23.1
## 1546 2 43 Length Liam Hendriks 521230 R 57.2
## 1555 2 43 Length Huascar Brazoban 623211 R 32.0
## 1618 2 43 Length Blake Treinen 595014 R 5.0
## 1684 2 43 Length Corey Knebel 608349 R 44.2
## 1740 2 43 Length Yoan Lopez 661255 R 11.0
## 1746 2 43 Length Daniel Duarte 650960 R 2.2
## 2515 2 43 Length Jake Fishman 670288 L 11.0
## 2577 2 43 Length Angel Perdomo 622780 L 29.0
## 537 2 50 Leverage Daniel Castano 641447 L 20.1
## 960 2 50 Leverage Dylan Cease 656302 R 177.0
## 1068 2 50 Leverage Hyun Jin Ryu 547943 L 27.0
## 12531 2 50 Leverage Kevin Pillar 607680 R 0.1
## 1301 2 50 Leverage Chris Mazza 607391 R 27.1
## 1487 2 50 Leverage Jeremy Beasley 676886 R 9.1
## 1508 2 50 Leverage Demarcus Evans 663770 R 26.1
## 1735 2 50 Leverage Luis F. Ortiz 656814 R 8.2
## 2294 2 50 Leverage John McMillon 669111 R 4.0
## 805 2 115 Length Stephen Strasburg 544931 R 4.2
## 1563 2 115 Length Ian Kennedy 453178 R 50.1
## 1576 2 115 Length Ehire Adrianza 501303 R 1.0
## 1578 2 115 Length Kirby Yates 489446 R 7.0
## 1588 2 115 Length Randal Grichuk 545341 R 1.0
## 1606 2 115 Length Jason Adam 592094 R 63.1
## 1644 2 115 Length Carson Kelly 608348 R 4.2
## 1650 2 115 Length Kyle Barraclough 607457 R 9.0
## 1655 2 115 Length Kevin Plawecki 608700 R 1.0
## 1679 2 115 Length Reyes Moronta 606625 R 37.2
## 1698 2 115 Length Keynan Middleton 641871 R 17.0
## 1712 2 115 Length Willians Astudillo 553902 R 2.0
## 1722 2 115 Length Jake Reed 596082 R 16.2
## 1745 2 115 Length Jonathan Hernandez 642546 R 30.1
## 2562 2 115 Length Daniel Norris 596057 L 12.2
## 366 2 146 Length Luke Weaver 596133 R 123.2
## 389 2 146 Length Miguel Diaz 622766 R 14.0
## 424 2 146 Length James McArthur 663704 R 23.1
## 1627 2 146 Length Jackie Bradley Jr. 598265 R 1.0
## 1668 2 146 Length Rowan Wick 592858 R 64.0
## 2123 2 146 Length Seby Zavala 664874 R 0.2
## 2146 2 146 Length Jordan Hicks 663855 R 65.2
## 21811 2 146 Length Daysbel Hernandez 678226 R 3.2
## 231 3 81 Length Daniel Mengden 596043 R 6.3
## 592 3 81 Length Reiver Sanmartin 665665 L 56.3
## 813 3 81 Length Jerad Eickhoff 595191 R 4.1
## 1088 3 81 Length Cole Ragans 666142 L 40.0
## 1449 3 81 Length Jorge Alcala 660896 R 59.2
## 1670 3 81 Length Andres Machado 600921 R 59.1
## 1945 3 81 Length Luis Garcia 472610 R 59.2
## 2306 3 81 Length Mitch Moreland 519048 L 1.0
## 2527 3 81 Length John King 667463 L 51.1
## 340 4 37 Leverage Michael Fulmer 605242 R 57.0
## 429 4 37 Leverage Javier Assad 665871 R 108.4
## 807 4 37 Leverage Jacob deGrom 594798 R 64.1
## 9231 4 37 Leverage Vince Velasquez 592826 R 37.1
## 1867 4 37 Leverage Aneurys Zabala 656008 R 2.2
## 1956 4 37 Leverage Paolo Espino 502179 R 4.0
## 2334 4 37 Leverage Adam Eaton 594809 L 1.0
## 2450 4 37 Leverage Joely Rodriguez 570257 L 50.1
## 372 4 55 Leverage Jack Flaherty 656427 R 144.1
## 412 4 55 Leverage Adam Oller 670124 R 19.2
## 775 4 55 Leverage Ryan Feltner 663372 R 6.1
## 1358 4 55 Leverage Akeem Bostick 641384 R 1.0
## 1448 4 55 Leverage Bryan Garcia 650530 R 39.1
## 1899 4 55 Leverage Easton McGee 668834 R 3.0
## 1939 4 55 Leverage Eduardo Escobar 500871 R 3.2
## 2302 4 55 Leverage Oliver Perez 424144 L 3.2
## 347 4 79 Leverage JT Chargois 608638 R 42.1
## 743 4 79 Leverage Sandy Alcantara 645261 R 205.2
## 1374 4 79 Leverage Roel Ramirez 641995 R 0.1
## 1376 4 79 Leverage Dusten Knight 643400 R 8.2
## 14871 4 79 Leverage Jeremy Beasley 676886 R 9.1
## 1509 4 79 Leverage Dauri Moreta 664294 R 3.2
## 1874 4 79 Leverage Alejo Lopez 664670 R 2.2
## 2270 4 79 Leverage Devin Sweet 682967 R 8.2
## 711 4 83 Length Gerrit Cole 543037 R 181.1
## 10421 4 83 Length Reiver Sanmartin 665665 L 11.2
## 1161 4 83 Length Mark Melancon 453343 R 64.2
## 1235 4 83 Length Luke Jackson 592426 R 63.2
## 1300 4 83 Length Daniel Robertson 621002 R 1.0
## 1320 4 83 Length Buck Farmer 571656 R 35.1
## 2238 4 83 Length Brenan Hanifee 669724 R 5.0
## 2569 4 83 Length Aaron Bummer 607481 L 58.1
## 395 4 145 Length Trevor Richards 670950 R 72.2
## 1429 4 145 Length Scott Effross 664123 R 14.2
## 1440 4 145 Length Seranthony Dominguez 622554 R 1.0
## 1443 4 145 Length Trevor Richards 670950 R 64.1
## 1474 4 145 Length Trevor Stephan 663986 R 63.1
## 1501 4 145 Length J.B. Bukauskas 656266 R 17.1
## 1502 4 145 Length Nick Sandlin 680704 R 33.2
## 1504 4 145 Length Eduard Bazardo 660825 R 3.0
## 1516 4 145 Length Kervin Castro 665645 R 13.1
## 1922 4 145 Length Cole Waites 686972 R 5.2
## 222 5 1 Length Reynaldo Lopez 625643 R 65.1
## 4791 5 1 Length Carson Spiers 686730 R 13.0
## 1254 5 1 Length Seth Lugo 607625 R 46.1
## 1343 5 1 Length Jack Mayfield 608686 R 0.1
## 1671 5 1 Length Luis Perdomo 606131 R 23.2
## 1705 5 1 Length Hunter Harvey 640451 R 39.1
## 1719 5 1 Length Victor Arano 644364 R 42.0
## 1830 5 1 Length Jhon Romero 664584 R 5.0
## 1172 5 3 Length Ryan Brasier 518489 R 12.0
## 11951 5 3 Length Hunter Strickland 519326 R 58.2
## 1311 5 3 Length Dillon Maples 596027 R 31.1
## 1313 5 3 Length Andres Machado 600921 R 35.2
## 1353 5 3 Length Devin Williams 642207 R 54.0
## 1360 5 3 Length Stefan Crichton 592233 R 23.1
## 1895 5 3 Length Luis Frias 666818 R 17.0
## 1983 5 3 Length Jace Peterson 607054 R 2.0
## 2248 5 3 Length Cody Bolton 675989 R 21.1
## 2357 5 3 Length Adam Conley 543045 L 19.2
## 226 5 4 Length Julian Merryweather 657240 R 26.2
## 480 5 4 Length Louie Varland 686973 R 68.0
## 845 5 4 Length JT Brubaker 664141 R 144.0
## 1552 5 4 Length Arodys Vizcaino 527055 R 5.2
## 1609 5 4 Length Yimi Garcia 554340 R 61.0
## 1703 5 4 Length Jack Mayfield 608686 R 1.0
## 1728 5 4 Length James Norwood 656803 R 17.1
## 2145 5 4 Length Guillermo Zuniga 670871 R 2.0
## 249 5 12 Length Freddy Peralta 642547 R 77.3
## 251 5 12 Length Tommy Nance 667297 R 43.2
## 506 5 12 Length Drew Smyly 592767 L 126.2
## 556 5 12 Length Packy Naughton 676050 L 22.2
## 1208 5 12 Length Sergio Romo 489265 R 61.2
## 1283 5 12 Length Richard Rodriguez 593144 R 64.1
## 1284 5 12 Length Robert Stephenson 596112 R 46.0
## 2345 5 12 Length Alex Claudio 592222 L 32.2
## 2565 5 12 Length Amir Garrett 607237 L 24.1
## 317 5 25 Length Hayden Wesneski 669713 R 32.3
## 335 5 25 Length John Brebbia 605154 R 37.4
## 663 5 25 Length Josh Fleming 676596 L 51.2
## 1333 5 25 Length Kyle McGowin 641851 R 30.0
## 1475 5 25 Length Jhon Romero 664584 R 4.0
## 19961 5 25 Length Ildemaro Vargas 545121 R 2.0
## 2113 5 25 Length Ryan Helsley 664854 R 36.2
## 2368 5 25 Length Kent Emanuel 592288 L 17.2
## 22 5 34 Length David Robertson 502085 R 12.0
## 63 5 34 Length Corey Knebel 608349 R 25.2
## 168 5 34 Length Luis Patino 672715 R 77.1
## 174 5 34 Length Matt Bush 456713 R 59.2
## 673 5 34 Length Austin Cox 680735 L 35.2
## 1177 5 34 Length Jose Cisnero 542585 R 61.2
## 1180 5 34 Length Craig Kimbrel 518886 R 59.2
## 1260 5 34 Length Chris Devenski 606965 R 7.1
## 1744 5 34 Length Javy Guerra 642770 R 18.0
## 1759 5 34 Length Drew Smith 622098 R 46.0
## 2222 5 34 Length Elvis Peguero 665625 R 61.1
## 2362 5 34 Length Tyler Webb 643778 L 16.1
## 2530 5 34 Length Damon Jones 676103 L 4.2
## 2600 5 34 Length Gregory Soto 642397 L 60.1
## 2641 5 34 Length Brent Headrick 687396 L 25.2
## 7581 5 89 Leverage Shohei Ohtani 660271 R 130.1
## 1178 5 89 Leverage Steve Cishek 518553 R 68.1
## 1287 5 89 Leverage Jharel Cotton 605194 R 30.2
## 1445 5 89 Leverage Jake Rogers 668670 R 1.0
## 19561 5 89 Leverage Paolo Espino 502179 R 4.0
## 2229 5 89 Leverage Max Castillo 666721 R 20.1
## 2246 5 89 Leverage Eduardo Salazar 674285 R 12.1
## 2312 5 89 Leverage Fernando Abad 472551 L 17.2
## 2412 5 89 Leverage Ben Bowden 641386 L 35.2
## 173 5 90 Length Drew Rasmussen 656876 R 76.0
## 315 5 90 Length Spencer Strider 675911 R 131.2
## 376 5 90 Length Trevor Megill 656730 R 34.2
## 1630 5 90 Length Orlando Arcia 606115 R 1.0
## 1646 5 90 Length Tayler Scott 605463 R 12.0
## 1683 5 90 Length Kyle Finnegan 640448 R 66.2
## 1891 5 90 Length Mason Thompson 666168 R 24.2
## 1930 5 90 Length Zach McAllister 502083 R 5.1
## 2007 5 90 Length Clay Holmes 605280 R 63.0
## 2252 5 90 Length Edgar Navarro 679346 R 8.2
## 2471 5 90 Length Paul Fry 643316 L 13.0
## 2511 5 90 Length Darwinzon Hernandez 650382 L 6.2
## 152 5 97 Length Brusdar Graterol 660813 R 33.1
## 307 5 97 Length Penn Murfee 682171 R 69.1
## 414 5 97 Length Brusdar Graterol 660813 R 67.1
## 1185 5 97 Length Ian Kennedy 453178 R 56.1
## 1331 5 97 Length Lou Trivino 642152 R 73.2
## 1351 5 97 Length Yefry Ramirez 606162 R 2.0
## 1565 5 97 Length Yadier Molina 425877 R 2.0
## 1718 5 97 Length Luis Torrens 620443 R 2.0
## 1808 5 97 Length Sheldon Neuse 641914 R 3.2
## 2013 5 97 Length Chris Stratton 608717 R 82.2
## 2031 5 97 Length Harold Castro 605612 R 2.0
## 2090 5 97 Length Domingo Acevedo 642758 R 9.1
## 598 5 133 Length Zach Logue 656657 L 56.3
## 1155 5 133 Length Darren O'Day 503285 R 10.2
## 13581 5 133 Length Akeem Bostick 641384 R 1.0
## 1533 5 133 Length Andrew Wantz 681806 R 27.1
## 2025 5 133 Length Jose Leclerc 600917 R 57.0
## 2035 5 133 Length Giovanny Gallegos 606149 R 55.0
## 2307 5 133 Length Tony Watson 453265 L 57.1
## 2498 5 133 Length Kolby Allard 663465 L 21.0
## 5321 5 146 Leverage Wes Benjamin 605138 L 22.2
## 975 5 146 Leverage Bailey Ober 641927 R 144.1
## 1040 5 146 Leverage Dillon Peters 596071 L 26.2
## 1214 5 146 Leverage Shelby Miller 571946 R 12.2
## 1612 5 146 Leverage Jake Hager 606993 R 2.1
## 2006 5 146 Leverage Carson Kelly 608348 R 2.2
## 2338 5 146 Leverage Josh Osich 592612 L 14.1
## 2504 5 146 Leverage Andrew Vasquez 607755 L 8.2
## 2536 5 146 Leverage Nate Fisher 688010 L 3.0
## 279 5 160 Length Steven Wilson 621051 R 53.0
## 351 5 160 Length Emilio Pagan 641941 R 69.1
## 1336 5 160 Length Jake Newberry 623470 R 4.1
## 13492 5 160 Length Phillips Valdez 570488 R 40.0
## 1356 5 160 Length Ryne Stanek 592773 R 68.1
## 1417 5 160 Length Ryan Meisinger 664682 R 7.1
## 15091 5 160 Length Dauri Moreta 664294 R 3.2
## 1542 5 160 Length Kenley Jansen 445276 R 64.0
## 2055 5 160 Length Kendall Graveman 608665 R 66.1
## 2273 5 160 Length Blair Calvo 663971 R 1.0
## 2499 5 160 Length Kirby Snead 669912 L 44.2
## 2566 5 160 Length Anthony Banda 607455 L 7.0
## 51 5 163 Length John Gant 607231 R 109.3
## 365 5 163 Length Yonny Chirinos 630023 R 84.3
## 552 5 163 Length Lucas Gilbreath 656458 L 42.2
## 630 5 163 Length Matt Strahm 621381 L 87.2
## 1493 5 163 Length Andres Munoz 662253 R 0.2
## 1506 5 163 Length Emmanuel Clase 661403 R 69.2
## 1514 5 163 Length Nick Maton 665155 R 0.1
## 1925 5 163 Length Hirokazu Sawamura 617228 R 50.2
## 2349 5 163 Length Sam Selman 572125 L 25.0
## 2413 5 163 Length Kyle Dohy 675971 L 1.0
## 2629 5 163 Length Joe La Sorsa 686747 L 32.2
## 48 5 186 Length Pierce Johnson 572955 R 58.2
## 246 5 186 Length Scott Effross 664123 R 56.2
## 1428 5 186 Length Julian Fernandez 642759 R 6.2
## 14872 5 186 Length Jeremy Beasley 676886 R 9.1
## 1503 5 186 Length Manuel Rodriguez 655889 R 17.2
## 16981 5 186 Length Keynan Middleton 641871 R 17.0
## 1700 5 186 Length Adam Cimber 643256 R 70.2
## 2169 5 186 Length Bligh Madris 676632 R 1.0
## 2178 5 186 Length Eli Morgan 669212 R 67.1
## 2626 5 186 Length Jose A. Ferrer 678606 L 34.0
## 3951 5 192 Length Trevor Richards 670950 R 72.2
## 1270 5 192 Length Colten Brewer 605155 R 1.0
## 1315 5 192 Length Keone Kela 605309 R 10.2
## 1381 5 192 Length Josh James 657624 R 5.0
## 16531 5 192 Length Matt Reynolds 608703 R 1.1
## 1661 5 192 Length J.B. Wendelken 605525 R 29.0
## 2027 5 192 Length Carlos Estevez 608032 R 62.1
## 2128 5 192 Length Jacob Webb 657097 R 53.2
## 1220 5 193 Length Jake Petricka 502593 R 6.0
## 1369 5 193 Length Jordan Luplow 656669 R 1.0
## 1392 5 193 Length Edgar Santana 650828 R 42.2
## 1751 5 193 Length Tanner Rainey 663432 R 30.0
## 1988 5 193 Length Michael Kelly 547184 R 16.2
## 2153 5 193 Length Bryan Baker 641329 R 45.0
## 2167 5 193 Length Rico Garcia 670329 R 11.2
## 2437 5 193 Length Tommy Milone 543548 L 16.2
## 2454 5 193 Length Danny Coulombe 543056 L 12.1
## 2578 5 193 Length Jose Alvarado 621237 L 41.1
## 1097 5 212 Length Clayton Kershaw 477132 L 131.2
## 1209 5 212 Length Chaz Roe 475054 R 0.2
## 1335 5 212 Length Jimmie Sherfy 642073 R 15.0
## 1975 5 212 Length Luke Jackson 592426 R 33.1
## 2187 5 212 Length Steven Wilson 621051 R 53.0
## 2259 5 212 Length Kyle Leahy 681517 R 1.2
## 2341 5 212 Length Alberto Baldonado 593604 L 10.2
## 2453 5 212 Length Andrew Chafin 605177 L 57.1
## 2522 5 212 Length Nick Vespi 663989 L 26.1
## 574 5 219 Leverage Ryan Yarbrough 642232 L 79.3
## 590 5 219 Leverage Keegan Akin 669211 L 81.2
## 983 5 219 Leverage Logan Gilbert 669302 R 190.2
## 1013 5 219 Leverage Madison Bumgarner 518516 L 146.1
## 2076 5 219 Leverage Isiah Kiner-Falefa 643396 R 4.0
## 2158 5 219 Leverage Ryder Ryan 656924 R 1.0
## 2177 5 219 Leverage Chad Smith 663385 R 13.2
## 2324 5 219 Leverage Rex Brothers 571521 L 53.0
## 182 5 237 Length Bryan Shaw 543766 R 58.1
## 212 5 237 Length Duane Underwood Jr. 621249 R 57.1
## 333 5 237 Length Adrian Houser 605288 R 111.1
## 609 5 237 Length Kris Bubic 663460 L 129.0
## 1162 5 237 Length Tyler Chatwood 543022 R 32.0
## 1286 5 237 Length Clay Holmes 605280 R 70.0
## 1426 5 237 Length Josh Staumont 622251 R 65.2
## 1611 5 237 Length Domingo Tapia 593619 R 17.0
## 1882 5 237 Length Peter Strzelecki 657265 R 35.0
## 1958 5 237 Length Joe Kelly 523260 R 39.1
## 2038 5 237 Length Kyle Finnegan 640448 R 69.1
## 2467 5 237 Length Tim Mayza 641835 L 48.2
## 756 5 239 Leverage Connor Seabold 657756 R 3.0
## 780 5 239 Leverage Logan Gilbert 669302 R 119.1
## 991 5 239 Leverage Brady Singer 663903 R 159.2
## 1305 5 239 Leverage Jose Ruiz 614179 R 65.0
## 1373 5 239 Leverage Luis Guillorme 641645 R 1.0
## 1459 5 239 Leverage Matt Foster 641582 R 39.0
## 1594 5 239 Leverage Andrelton Simmons 592743 R 1.0
## 1860 5 239 Leverage Kody Clemens 665019 R 7.0
## 613 5 240 Length Angel Zerpa 672582 L 11.0
## 1108 5 240 Length Max Fried 608331 L 77.2
## 2279 5 240 Length Cole Waites 686972 R 2.1
## 2310 5 240 Length Anthony Rizzo 519203 L 0.2
## 2333 5 240 Length Grant Dayton 594795 L 13.0
## 2348 5 240 Length Hoby Milner 571948 L 21.2
## 2372 5 240 Length Sam Clay 621348 L 45.0
## 2526 5 240 Length Brendon Little 663893 L 0.2
## 2574 5 240 Length Matt Gage 657424 L 6.2
## 111 5 258 Length Thomas Eshelman 664045 R 27.2
## 1438 5 258 Length Tommy Nance 667297 R 28.2
## 15041 5 258 Length Eduard Bazardo 660825 R 3.0
## 1811 5 258 Length Mike Brosseau 670712 R 3.0
## 2092 5 258 Length Sam Coonrod 656322 R 6.2
## 2131 5 258 Length Nicky Lopez 670032 R 2.1
## 2410 5 258 Length Dylan Lee 669276 L 2.0
## 2539 5 258 Length Matt Moore 519043 L 52.2
## 1111 5 258 Leverage Thomas Eshelman 664045 R 27.2
## 14381 5 258 Leverage Tommy Nance 667297 R 28.2
## 15042 5 258 Leverage Eduard Bazardo 660825 R 3.0
## 18111 5 258 Leverage Mike Brosseau 670712 R 3.0
## 20921 5 258 Leverage Sam Coonrod 656322 R 6.2
## 21311 5 258 Leverage Nicky Lopez 670032 R 2.1
## 24101 5 258 Leverage Dylan Lee 669276 L 2.0
## 25391 5 258 Leverage Matt Moore 519043 L 52.2
## 529 9 94 Length Travis Bergen 664157 L 10.2
## 638 9 94 Length Ryan Borucki 621366 L 39.4
## 951 9 94 Length Tyler Mahle 641816 R 25.2
## 1505 9 94 Length Oliver Ortega 661383 R 9.1
## 1614 9 94 Length Jacob Barnes 606930 R 22.1
## 1927 9 94 Length Tommy Hunter 488984 R 23.2
## 2481 9 94 Length Eric Stout 657770 L 22.1
## 2590 9 94 Length A.J. Minter 621345 L 64.2
## 467 11 26 Length Ryan Pepiot 686752 R 42.0
## year FA_pct SL_pct CT_pct CB_pct CH_pct SF_pct
## 479 2023 0.43479688 0.20751875 0.22866875 NA 0.128962500 NA
## 532 2021 0.43439196 0.28870357 NA 0.14979107 0.127139286 NA
## 1032 2021 0.60230000 0.15570000 NA NA 0.241900000 NA
## 1042 2021 0.48070000 0.27620000 NA NA 0.243100000 NA
## 1047 2021 0.48810000 0.14290000 NA 0.13100000 0.238100000 NA
## 1964 2023 0.43230000 0.14410000 0.36680000 NA NA 0.05680000
## 2148 2023 1.00000000 NA NA NA NA NA
## 2154 2023 1.00000000 NA NA NA NA NA
## 2192 2023 0.21050000 0.15790000 0.50000000 NA 0.131600000 NA
## 2241 2023 0.56290000 0.21560000 NA NA 0.221600000 NA
## 447 2023 0.41400000 0.03519884 NA NA NA 0.55080116
## 490 2021 0.52866135 NA 0.20300859 0.01959018 0.248739877 NA
## 496 2021 0.40132081 NA 0.26525385 0.10834480 0.225158371 NA
## 923 2023 0.42920000 0.44920000 NA NA 0.121500000 NA
## 1038 2021 0.57130000 NA NA 0.30810000 0.120600000 NA
## 1960 2023 1.00000000 NA NA NA NA NA
## 1984 2023 0.54630000 0.43410000 NA NA 0.019500000 NA
## 1996 2023 1.00000000 NA NA NA NA NA
## 2009 2023 0.50630000 0.34180000 NA NA 0.151900000 NA
## 2051 2023 0.70890000 0.29110000 NA NA NA NA
## 2085 2023 0.45530000 0.37460000 NA 0.02590000 NA 0.14410000
## 342 2023 0.40169773 0.37579848 NA NA 0.222503788 NA
## 362 2023 0.41107441 0.07615251 0.32095620 NA NA 0.19189393
## 896 2022 0.58790000 0.27880000 NA 0.07270000 0.060600000 NA
## 1195 2021 0.56890000 0.40860000 NA NA NA 0.02250000
## 1389 2021 0.51630000 0.48370000 NA NA NA NA
## 1393 2021 0.65630000 NA NA 0.34380000 NA NA
## 1463 2021 0.56860000 0.14960000 NA NA 0.281800000 NA
## 1767 2022 0.48900000 0.49340000 NA NA 0.017600000 NA
## 2587 2023 0.55220000 0.44780000 NA NA NA NA
## 2607 2023 0.54550000 0.14050000 0.27690000 NA 0.037200000 NA
## 137 2021 0.40686751 0.27155523 NA 0.10946390 0.212116606 NA
## 258 2022 0.44572549 0.33022108 NA 0.08202598 0.142112255 NA
## 377 2023 0.66506747 0.05429639 NA NA 0.280685542 NA
## 1581 2022 1.00000000 NA NA NA NA NA
## 1640 2022 0.42640000 0.46510000 NA 0.10850000 NA NA
## 2382 2021 0.54250000 0.24620000 NA 0.21130000 NA NA
## 2503 2022 0.77520000 0.22480000 NA NA NA NA
## 2622 2023 0.65300000 0.32880000 NA NA 0.018300000 NA
## 69 2021 0.38162603 0.31550667 0.30115778 NA 0.001709524 NA
## 136 2021 0.56434174 0.16755413 0.05064174 0.10395596 0.113506422 NA
## 1101 2023 0.58560000 0.35040000 NA NA 0.064000000 NA
## 1268 2021 0.70470000 NA NA 0.15530000 0.140100000 NA
## 1279 2021 0.62830000 NA 0.13100000 NA 0.240700000 NA
## 1308 2021 0.61500000 0.05000000 0.11500000 0.22000000 NA NA
## 1324 2021 1.00000000 NA NA NA NA NA
## 1330 2021 0.54520000 0.28020000 NA 0.08410000 0.090500000 NA
## 2104 2023 1.00000000 NA NA NA NA NA
## 2314 2021 0.73040000 0.26960000 NA NA NA NA
## 2381 2021 0.48800000 0.46140000 NA 0.05060000 NA NA
## 55 2021 0.60105319 0.12622031 NA 0.10416963 0.168574855 NA
## 1153 2021 0.62920000 0.34920000 NA NA 0.021500000 NA
## 1439 2021 0.70000000 0.30000000 NA NA NA NA
## 1617 2022 0.50880000 0.13440000 NA 0.34010000 0.016700000 NA
## 1653 2022 0.61900000 NA NA 0.04760000 0.047600000 NA
## 1737 2022 0.43280000 0.34630000 NA NA 0.220900000 NA
## 1926 2022 0.65040000 0.01870000 0.07620000 0.04490000 0.209700000 NA
## 2300 2023 0.66670000 0.15150000 NA 0.18180000 NA NA
## 238 2022 0.55562795 0.22498734 NA 0.15452795 0.064760699 NA
## 1077 2022 0.64370000 0.28690000 NA 0.05020000 0.019200000 NA
## 1159 2021 0.37780000 0.28890000 0.33330000 NA NA NA
## 1253 2021 1.00000000 NA NA NA NA NA
## 1387 2021 0.50570000 0.28740000 NA NA 0.206900000 NA
## 1450 2021 0.75000000 NA NA NA NA 0.25000000
## 1915 2022 0.69050000 0.28570000 NA NA NA 0.02380000
## 2483 2022 0.50000000 0.50000000 NA NA NA NA
## 612 2022 0.54581863 0.10884037 NA 0.23311553 0.112139130 NA
## 1229 2021 1.00000000 NA NA NA NA NA
## 1231 2021 0.42110000 0.23680000 0.19300000 0.11400000 0.035100000 NA
## 1349 2021 0.40350000 0.10530000 NA NA 0.491200000 NA
## 1553 2022 0.55740000 0.42940000 NA NA 0.013200000 NA
## 1660 2022 0.62030000 0.37970000 NA NA NA NA
## 1663 2022 0.36570000 0.06910000 NA 0.00380000 0.219900000 0.34140000
## 1959 2023 1.00000000 NA NA NA NA NA
## 6121 2022 0.54581863 0.10884037 NA 0.23311553 0.112139130 NA
## 12291 2021 1.00000000 NA NA NA NA NA
## 12311 2021 0.42110000 0.23680000 0.19300000 0.11400000 0.035100000 NA
## 13491 2021 0.40350000 0.10530000 NA NA 0.491200000 NA
## 15531 2022 0.55740000 0.42940000 NA NA 0.013200000 NA
## 16601 2022 0.62030000 0.37970000 NA NA NA NA
## 16631 2022 0.36570000 0.06910000 NA 0.00380000 0.219900000 0.34140000
## 19591 2023 1.00000000 NA NA NA NA NA
## 476 2023 0.49932368 0.22108158 0.13127237 NA 0.148418421 NA
## 527 2021 0.50954151 0.23858679 NA 0.24869623 NA NA
## 576 2022 0.55855075 0.32594701 NA 0.10661119 0.008881343 NA
## 2047 2023 1.00000000 NA NA NA NA NA
## 2118 2023 0.60550000 0.30470000 NA NA 0.089800000 NA
## 2133 2023 0.58690000 0.13010000 0.06170000 NA 0.221300000 NA
## 2134 2023 1.00000000 NA NA NA NA NA
## 2139 2023 0.59410000 0.40590000 NA NA NA NA
## 2181 2023 0.48190000 0.51810000 NA NA NA NA
## 2190 2023 0.54660000 NA 0.26690000 0.14410000 0.042400000 NA
## 2205 2023 0.68040000 0.31960000 NA NA NA NA
## 2206 2023 0.57070000 0.26830000 NA NA 0.161000000 NA
## 758 2021 0.44010000 0.21760000 0.12630000 0.03600000 NA 0.18010000
## 820 2022 0.53800000 0.01000000 0.06110000 0.05850000 0.332500000 NA
## 1535 2021 0.64160000 NA NA 0.35840000 NA NA
## 1546 2022 0.60550000 0.29010000 NA 0.10440000 NA NA
## 1555 2022 0.32960000 0.41680000 NA NA 0.253600000 NA
## 1618 2022 0.43480000 0.27540000 0.28990000 NA NA NA
## 1684 2022 0.69810000 0.03020000 NA 0.27170000 NA NA
## 1740 2022 0.45640000 0.48210000 NA NA NA 0.06150000
## 1746 2022 0.51950000 0.42860000 NA 0.03900000 0.013000000 NA
## 2515 2022 0.60230000 0.39770000 NA NA NA NA
## 2577 2023 0.61760000 0.31290000 NA NA 0.069500000 NA
## 537 2021 0.51749565 0.35038261 NA NA 0.132036957 NA
## 960 2023 0.43160000 0.38630000 NA 0.15170000 0.030300000 NA
## 1068 2022 0.41770000 0.03540000 0.10130000 0.21010000 0.235400000 NA
## 12531 2021 1.00000000 NA NA NA NA NA
## 1301 2021 0.32690000 0.29300000 0.35840000 NA 0.021800000 NA
## 1487 2021 0.55560000 0.24750000 NA 0.01010000 NA 0.18690000
## 1508 2021 0.60730000 0.14370000 0.24900000 NA NA NA
## 1735 2022 0.49150000 0.30510000 NA 0.10170000 0.101700000 NA
## 2294 2023 0.41820000 0.58180000 NA NA NA NA
## 805 2022 0.51810000 NA NA 0.26510000 0.216900000 NA
## 1563 2022 0.81430000 NA 0.02080000 0.05770000 0.008100000 0.09920000
## 1576 2022 1.00000000 NA NA NA NA NA
## 1578 2022 0.50360000 0.00730000 NA NA NA 0.48910000
## 1588 2022 0.40000000 NA 0.40000000 0.20000000 NA NA
## 1606 2022 0.31990000 0.35810000 NA NA 0.322000000 NA
## 1644 2022 0.95590000 0.01470000 NA NA 0.029400000 NA
## 1650 2022 0.46040000 0.45320000 0.08630000 NA NA NA
## 1655 2022 0.77780000 NA NA 0.16670000 NA NA
## 1679 2022 0.53350000 0.36970000 NA NA 0.096700000 NA
## 1698 2022 0.50620000 0.32370000 NA NA 0.170100000 NA
## 1712 2022 0.60870000 NA NA NA NA NA
## 1722 2022 0.53750000 0.43970000 NA NA 0.022800000 NA
## 1745 2022 0.43250000 0.36200000 NA NA 0.205500000 NA
## 2562 2023 0.41470000 0.15890000 NA NA 0.426400000 NA
## 366 2023 0.43709183 0.03631758 0.21481723 0.11157389 0.200199467 NA
## 389 2023 0.48172222 0.26577222 NA NA 0.252505556 NA
## 424 2023 0.36810000 0.24597333 NA 0.38592667 NA NA
## 1627 2022 1.00000000 NA NA NA NA NA
## 1668 2022 0.60240000 0.05120000 0.12930000 0.21610000 NA 0.00090000
## 2123 2023 1.00000000 NA NA NA NA NA
## 2146 2023 0.75040000 0.23340000 NA NA NA 0.01620000
## 21811 2023 0.48190000 0.51810000 NA NA NA NA
## 231 2022 0.29348125 0.03351250 0.30328125 0.17511875 0.194618750 NA
## 592 2022 0.41144687 0.26379844 NA NA 0.324754688 NA
## 813 2022 0.22890000 0.44580000 NA 0.24100000 0.084300000 NA
## 1088 2022 0.44480000 NA 0.16430000 0.06230000 0.328600000 NA
## 1449 2021 0.43500000 0.40850000 NA NA 0.156500000 NA
## 1670 2022 0.64490000 0.19960000 NA NA 0.155500000 NA
## 1945 2023 0.57240000 0.34620000 NA NA NA 0.08130000
## 2306 2021 0.76470000 NA NA 0.11760000 0.117600000 NA
## 2527 2022 0.52270000 0.14270000 0.08800000 NA 0.246700000 NA
## 340 2023 0.39696456 0.22069367 NA 0.30711139 NA NA
## 429 2023 0.50233987 0.13333964 0.27188753 0.05199243 0.040389755 NA
## 807 2022 0.47450000 0.39260000 NA 0.05110000 0.081900000 NA
## 9231 2023 0.42920000 0.44920000 NA NA 0.121500000 NA
## 1867 2022 0.51160000 NA NA 0.13950000 0.348800000 NA
## 1956 2023 0.35640000 0.36630000 NA 0.23760000 0.039600000 NA
## 2334 2021 0.76190000 0.14290000 NA 0.09520000 NA NA
## 2450 2022 0.55340000 0.05940000 NA NA 0.387200000 NA
## 372 2023 0.44004692 0.24194385 NA 0.19413538 NA NA
## 412 2023 0.45039505 0.37947723 0.12040495 NA 0.049722772 NA
## 775 2021 0.53520000 0.29580000 0.00700000 0.08450000 0.077500000 NA
## 1358 2021 0.35710000 0.07140000 NA 0.07140000 NA 0.50000000
## 1448 2021 0.55810000 0.26400000 NA NA 0.177800000 NA
## 1899 2022 0.34780000 0.41300000 0.13040000 0.04350000 0.065200000 NA
## 1939 2023 1.00000000 NA NA NA NA NA
## 2302 2021 0.67860000 0.32140000 NA NA NA NA
## 347 2023 0.58470000 0.41530000 NA NA NA NA
## 743 2021 0.49980000 0.23970000 NA 0.02750000 0.233000000 NA
## 1374 2021 0.64290000 0.21430000 NA 0.07140000 NA 0.07140000
## 1376 2021 0.38710000 0.00540000 NA 0.27420000 0.333300000 NA
## 14871 2021 0.55560000 0.24750000 NA 0.01010000 NA 0.18690000
## 1509 2021 0.71930000 0.15790000 NA NA 0.122800000 NA
## 1874 2022 1.00000000 NA NA NA NA NA
## 2270 2023 0.50000000 0.25300000 NA NA 0.247000000 NA
## 711 2021 0.47960000 0.22160000 NA 0.15700000 0.141800000 NA
## 10421 2021 0.48070000 0.27620000 NA NA 0.243100000 NA
## 1161 2021 0.10640000 NA 0.54700000 0.34470000 0.001900000 NA
## 1235 2021 0.35640000 0.51660000 NA 0.12700000 NA NA
## 1300 2021 1.00000000 NA NA NA NA NA
## 1320 2021 0.47660000 NA NA 0.26720000 0.256200000 NA
## 2238 2023 0.53930000 0.19100000 0.07870000 NA 0.191000000 NA
## 2569 2023 0.50960000 0.38130000 0.10460000 NA 0.004500000 NA
## 395 2023 0.43411111 NA NA NA 0.565888889 NA
## 1429 2021 0.59010000 0.31080000 NA NA 0.099100000 NA
## 1440 2021 0.71430000 0.28570000 NA NA NA NA
## 1443 2021 0.56830000 0.13760000 NA NA 0.294100000 NA
## 1474 2021 0.59750000 0.32150000 NA NA 0.081000000 NA
## 1501 2021 0.47200000 0.41960000 NA NA 0.108400000 NA
## 1502 2021 0.51410000 0.46430000 NA NA NA 0.02160000
## 1504 2021 0.34620000 0.01920000 NA 0.63460000 NA NA
## 1516 2021 0.74630000 NA NA 0.25370000 NA NA
## 1922 2022 0.70190000 0.29810000 NA NA NA NA
## 222 2022 0.54965039 0.32412362 NA 0.07849961 0.047729134 NA
## 4791 2023 0.43479688 0.20751875 0.22866875 NA 0.128962500 NA
## 1254 2021 0.54110000 0.14380000 NA 0.28490000 0.030100000 NA
## 1343 2021 1.00000000 NA NA NA NA NA
## 1671 2022 0.56140000 0.27720000 NA NA 0.161400000 NA
## 1705 2022 0.77910000 0.00450000 NA 0.06660000 NA 0.14980000
## 1719 2022 0.53100000 0.46900000 NA NA NA NA
## 1830 2022 0.54440000 0.30000000 NA NA 0.155600000 NA
## 1172 2021 0.68530000 0.25890000 NA 0.05580000 NA NA
## 11951 2021 0.56890000 0.40860000 NA NA NA 0.02250000
## 1311 2021 0.51680000 0.35930000 NA 0.12390000 NA NA
## 1313 2021 0.70810000 0.19140000 NA NA 0.100500000 NA
## 1353 2021 0.34740000 0.01410000 NA NA 0.638500000 NA
## 1360 2021 0.68910000 0.27860000 NA NA 0.032300000 NA
## 1895 2022 0.62360000 0.02530000 NA 0.30060000 0.050600000 NA
## 1983 2023 1.00000000 NA NA NA NA NA
## 2248 2023 0.54730000 0.28790000 NA NA 0.164800000 NA
## 2357 2021 0.54050000 0.17230000 NA NA 0.287200000 NA
## 226 2022 0.51575042 0.34014622 NA NA 0.096300000 NA
## 480 2023 0.43545406 0.13275830 0.31861237 NA 0.113090106 NA
## 845 2022 0.47860000 0.31020000 NA 0.16040000 0.050800000 NA
## 1552 2022 0.59130000 NA NA 0.39130000 0.017400000 NA
## 1609 2022 0.58810000 0.16650000 0.17230000 NA 0.073100000 NA
## 1703 2022 1.00000000 NA NA NA NA NA
## 1728 2022 0.49730000 0.09460000 NA NA NA 0.40810000
## 2145 2023 0.55810000 0.39530000 NA NA 0.046500000 NA
## 249 2022 0.54939306 0.18293186 NA 0.16365268 0.103922397 NA
## 251 2022 0.42201837 0.17935510 NA 0.39862653 NA NA
## 506 2021 0.46404121 NA 0.11462912 0.42132967 NA NA
## 556 2021 0.56724722 0.13513981 NA NA 0.275479630 NA
## 1208 2021 0.33370000 0.55700000 NA NA 0.109300000 NA
## 1283 2021 0.86120000 0.13880000 NA NA NA NA
## 1284 2021 0.49410000 0.46280000 NA 0.03520000 0.007800000 NA
## 2345 2021 0.48380000 0.27090000 NA NA 0.245300000 NA
## 2565 2023 0.55460000 0.44540000 NA NA NA NA
## 317 2022 0.47726667 0.31694545 0.12543485 NA 0.080353030 NA
## 335 2023 0.45907143 0.53945466 NA NA NA NA
## 663 2023 0.48900905 NA NA 0.22302760 0.287963348 NA
## 1333 2021 0.31330000 0.68670000 NA NA NA NA
## 1475 2021 0.64100000 0.21790000 NA NA 0.141000000 NA
## 19961 2023 1.00000000 NA NA NA NA NA
## 2113 2023 0.56180000 NA 0.36570000 0.07250000 NA NA
## 2368 2021 0.52500000 0.28330000 NA NA 0.191700000 NA
## 22 2021 NA NA 0.73572800 0.25947800 NA NA
## 63 2021 0.58017327 NA NA 0.41982673 NA NA
## 168 2021 0.63751021 0.26163634 NA 0.05141441 0.049348649 NA
## 174 2022 0.49419344 0.15408402 NA 0.35181393 NA NA
## 673 2023 0.48733893 0.21085235 NA 0.15174430 0.150032886 NA
## 1177 2021 0.65980000 0.28020000 NA NA 0.060000000 NA
## 1180 2021 0.59030000 NA NA 0.40970000 NA NA
## 1260 2021 0.33790000 0.12410000 NA 0.05520000 0.482800000 NA
## 1744 2022 0.70610000 0.29390000 NA NA NA NA
## 1759 2022 0.52560000 0.35510000 NA 0.06410000 0.055100000 NA
## 2222 2023 0.49070000 0.50930000 NA NA NA NA
## 2362 2021 0.67860000 0.13520000 NA NA 0.186200000 NA
## 2530 2022 0.62860000 0.37140000 NA NA NA NA
## 2600 2023 0.60770000 0.39030000 NA NA 0.002100000 NA
## 2641 2023 0.56280000 0.38060000 NA NA 0.056700000 NA
## 7581 2021 0.44010000 0.21760000 0.12630000 0.03600000 NA 0.18010000
## 1178 2021 0.61040000 0.38730000 NA NA 0.002400000 NA
## 1287 2021 0.46210000 0.13860000 0.01290000 0.08320000 0.303100000 NA
## 1445 2021 1.00000000 NA NA NA NA NA
## 19561 2023 0.35640000 0.36630000 NA 0.23760000 0.039600000 NA
## 2229 2023 0.42400000 0.31580000 NA NA 0.260200000 NA
## 2246 2023 0.63180000 0.31800000 NA NA 0.050200000 NA
## 2312 2021 0.52510000 0.05690000 NA 0.25750000 0.160500000 NA
## 2412 2021 0.70920000 0.10530000 NA NA 0.185500000 NA
## 173 2021 0.64775993 0.30215603 NA 0.02585928 0.024224756 NA
## 315 2022 0.66990814 0.28228750 NA NA 0.047786364 NA
## 376 2023 0.72101284 NA NA 0.27898716 NA NA
## 1630 2022 1.00000000 NA NA NA NA NA
## 1646 2022 0.41960000 0.56470000 NA NA 0.015700000 NA
## 1683 2022 0.78800000 0.12170000 NA NA NA 0.09030000
## 1891 2022 0.74730000 0.23910000 NA NA 0.013600000 NA
## 1930 2023 0.56910000 0.07320000 0.28460000 NA NA 0.07320000
## 2007 2023 0.69530000 0.30470000 NA NA NA NA
## 2252 2023 0.62000000 0.35330000 NA NA 0.026700000 NA
## 2471 2022 0.50000000 0.50000000 NA NA NA NA
## 2511 2022 0.60990000 0.25820000 NA 0.13190000 NA NA
## 152 2021 0.61115667 0.31373333 NA NA NA NA
## 307 2022 0.48962353 0.51037647 NA NA NA NA
## 414 2023 0.54308016 0.24003813 0.21688171 NA NA NA
## 1185 2021 0.82540000 NA 0.03890000 0.05120000 0.084500000 NA
## 1331 2021 0.60490000 NA 0.15630000 0.11470000 0.124000000 NA
## 1351 2021 0.39130000 0.26090000 NA 0.08700000 0.260900000 NA
## 1565 2022 0.47500000 NA NA 0.52500000 NA NA
## 1718 2022 0.91180000 0.02940000 NA NA NA 0.02940000
## 1808 2022 0.69700000 NA NA NA NA NA
## 2013 2023 0.54680000 0.19310000 NA 0.18790000 0.072200000 NA
## 2031 2023 1.00000000 NA NA NA NA NA
## 2090 2023 0.41710000 0.38860000 NA NA 0.194300000 NA
## 598 2022 0.49824669 0.15711907 0.20830545 NA 0.136328794 NA
## 1155 2021 0.51320000 0.48680000 NA NA NA NA
## 13581 2021 0.35710000 0.07140000 NA 0.07140000 NA 0.50000000
## 1533 2021 0.45550000 0.17390000 0.29400000 NA 0.076600000 NA
## 2025 2023 0.39100000 0.16170000 NA NA 0.133100000 0.31420000
## 2035 2023 0.50170000 0.46320000 NA NA 0.035100000 NA
## 2307 2021 0.42610000 0.24130000 NA NA 0.332600000 NA
## 2498 2022 0.53180000 NA 0.22070000 0.05350000 0.194000000 NA
## 5321 2021 0.43439196 0.28870357 NA 0.14979107 0.127139286 NA
## 975 2023 0.45680000 0.19640000 NA 0.06660000 0.280200000 NA
## 1040 2021 0.51690000 NA NA 0.16250000 0.320500000 NA
## 1214 2021 0.63370000 0.14290000 0.22340000 NA NA NA
## 1612 2022 1.00000000 NA NA NA NA NA
## 2006 2023 1.00000000 NA NA NA NA NA
## 2338 2021 0.10390000 NA 0.64940000 0.05630000 0.190500000 NA
## 2504 2022 0.28760000 0.71240000 NA NA NA NA
## 2536 2022 0.48000000 0.34000000 NA 0.04000000 0.140000000 NA
## 279 2022 0.52172103 0.42228925 NA NA 0.056086916 NA
## 351 2023 0.54983846 0.30123407 NA NA NA 0.12340989
## 1336 2021 0.44000000 0.52000000 NA NA 0.040000000 NA
## 13492 2021 0.40350000 0.10530000 NA NA 0.491200000 NA
## 1356 2021 0.59690000 0.18520000 NA NA NA 0.21780000
## 1417 2021 0.58390000 0.34230000 NA NA 0.073800000 NA
## 15091 2021 0.71930000 0.15790000 NA NA 0.122800000 NA
## 1542 2022 0.22470000 0.13120000 0.64410000 NA NA NA
## 2055 2023 0.61850000 0.27290000 NA 0.01800000 0.090700000 NA
## 2273 2023 0.45450000 0.54550000 NA NA NA NA
## 2499 2022 0.55510000 0.37440000 NA NA 0.070500000 NA
## 2566 2023 0.63130000 0.01250000 NA 0.10630000 0.250000000 NA
## 51 2021 0.49125804 0.15327067 0.07396151 0.05552790 0.225899796 NA
## 365 2023 0.48138692 0.25626213 NA NA NA 0.26235095
## 552 2021 0.63038649 0.34755676 NA NA NA 0.02205676
## 630 2023 0.63885385 0.23629231 0.12039231 NA NA NA
## 1493 2021 0.70590000 0.29410000 NA NA NA NA
## 1506 2021 0.70100000 0.29900000 NA NA NA NA
## 1514 2021 1.00000000 NA NA NA NA NA
## 1925 2022 0.48930000 0.13720000 NA NA NA 0.37350000
## 2349 2021 0.55470000 0.44530000 NA NA NA NA
## 2413 2021 0.90000000 NA NA NA 0.100000000 NA
## 2629 2023 0.50740000 0.45190000 NA NA 0.040700000 NA
## 48 2021 0.32446967 NA NA 0.67553033 NA NA
## 246 2022 0.45288865 0.40237511 NA NA NA NA
## 1428 2021 0.84620000 NA NA NA 0.153800000 NA
## 14872 2021 0.55560000 0.24750000 NA 0.01010000 NA 0.18690000
## 1503 2021 0.71670000 NA NA 0.28330000 NA NA
## 16981 2022 0.50620000 0.32370000 NA NA 0.170100000 NA
## 1700 2022 0.64620000 0.35380000 NA NA NA NA
## 2169 2023 1.00000000 NA NA NA NA NA
## 2178 2023 0.40500000 0.27750000 NA NA 0.317500000 NA
## 2626 2023 0.71910000 0.04290000 NA NA 0.237900000 NA
## 3951 2023 0.43411111 NA NA NA 0.565888889 NA
## 1270 2021 NA 0.23330000 0.56670000 0.20000000 NA NA
## 1315 2021 0.53200000 NA NA 0.46310000 0.004900000 NA
## 1381 2021 0.57970000 0.26090000 NA NA 0.159400000 NA
## 16531 2022 0.61900000 NA NA 0.04760000 0.047600000 NA
## 1661 2022 0.60250000 0.22540000 NA 0.01020000 0.161900000 NA
## 2027 2023 0.66810000 0.27060000 NA NA 0.061200000 NA
## 2128 2023 0.48490000 0.23490000 NA NA 0.280200000 NA
## 1220 2021 0.53330000 0.11110000 NA NA 0.355600000 NA
## 1369 2021 1.00000000 NA NA NA NA NA
## 1392 2021 0.64920000 0.35080000 NA NA NA NA
## 1751 2022 0.70440000 0.28600000 NA NA 0.009600000 NA
## 1988 2023 0.30150000 0.53310000 0.16540000 NA NA NA
## 2153 2023 0.56890000 0.28570000 NA 0.00130000 0.144100000 NA
## 2167 2023 0.55430000 NA NA 0.20600000 0.239700000 NA
## 2437 2022 0.42020000 0.07560000 NA 0.11760000 0.386600000 NA
## 2454 2022 0.37830000 0.27830000 NA 0.14780000 0.195700000 NA
## 2578 2023 0.58760000 0.41240000 NA NA NA NA
## 1097 2023 0.37170000 0.43340000 NA 0.17520000 NA 0.01970000
## 1209 2021 0.47830000 0.52170000 NA NA NA NA
## 1335 2021 0.35220000 0.63910000 NA NA 0.008700000 NA
## 1975 2023 0.27430000 0.69900000 NA 0.02670000 NA NA
## 2187 2023 0.36350000 0.60020000 0.00430000 NA 0.032000000 NA
## 2259 2023 0.48280000 0.46550000 NA 0.05170000 NA NA
## 2341 2021 0.60470000 0.34420000 NA NA 0.051200000 NA
## 2453 2022 0.67740000 0.31920000 NA NA 0.003300000 NA
## 2522 2022 0.47310000 0.36550000 NA 0.16140000 NA NA
## 574 2022 0.18731690 0.27003352 0.30354986 NA 0.239099718 NA
## 590 2022 0.52054802 0.29517264 NA NA 0.180206991 NA
## 983 2023 0.42140000 0.29610000 NA 0.13420000 NA 0.14820000
## 1013 2021 0.36490000 0.34000000 NA 0.21670000 0.078500000 NA
## 2076 2023 1.00000000 NA NA NA NA NA
## 2158 2023 0.46150000 0.53850000 NA NA NA NA
## 2177 2023 0.55650000 0.41530000 NA NA 0.028200000 NA
## 2324 2021 0.65530000 0.34470000 NA NA NA NA
## 182 2022 0.05593946 0.05974483 0.76634330 0.08181188 0.028947893 NA
## 212 2022 0.37046834 NA 0.27691737 0.13355251 0.219159846 NA
## 333 2023 0.70944532 0.16489085 NA 0.08644636 0.039217464 NA
## 609 2022 0.50535315 NA NA 0.21700102 0.277645145 NA
## 1162 2021 0.53980000 NA 0.36210000 0.06260000 0.035500000 NA
## 1286 2021 0.58990000 0.27580000 NA 0.13430000 NA NA
## 1426 2021 0.65330000 NA NA 0.34670000 NA NA
## 1611 2022 0.68320000 0.15430000 NA NA 0.162500000 NA
## 1882 2022 0.53220000 0.33220000 NA NA 0.135500000 NA
## 1958 2023 0.46490000 0.23030000 NA 0.19800000 0.106700000 NA
## 2038 2023 0.69980000 0.05150000 NA NA NA 0.24860000
## 2467 2022 0.82630000 0.17370000 NA NA NA NA
## 756 2021 0.62790000 0.20930000 NA 0.04650000 0.116300000 NA
## 780 2021 0.61510000 0.23910000 NA 0.06820000 0.077600000 NA
## 991 2023 0.51000000 0.42570000 NA NA 0.064300000 NA
## 1305 2021 0.59500000 0.01450000 NA 0.35490000 0.035700000 NA
## 1373 2021 1.00000000 NA NA NA NA NA
## 1459 2021 0.63790000 0.10430000 0.03290000 NA 0.225000000 NA
## 1594 2022 1.00000000 NA NA NA NA NA
## 1860 2022 1.00000000 NA NA NA NA NA
## 613 2022 0.59066591 0.25835909 NA NA 0.150959091 NA
## 1108 2023 0.45180000 0.15190000 NA 0.23150000 0.164800000 NA
## 2279 2023 0.69230000 0.30770000 NA NA NA NA
## 2310 2021 0.73330000 NA NA 0.26670000 NA NA
## 2333 2021 0.65200000 NA NA 0.34800000 NA NA
## 2348 2021 0.56230000 0.35880000 NA NA 0.078900000 NA
## 2372 2021 0.66380000 0.24410000 NA NA 0.092200000 NA
## 2526 2022 0.68180000 0.31820000 NA NA NA NA
## 2574 2023 0.54620000 0.15970000 0.29410000 NA NA NA
## 111 2021 0.48532857 0.26026429 NA 0.10901429 0.145371429 NA
## 1438 2021 0.62060000 0.10750000 NA 0.27190000 NA NA
## 15041 2021 0.34620000 0.01920000 NA 0.63460000 NA NA
## 1811 2022 1.00000000 NA NA NA NA NA
## 2092 2023 0.44220000 0.14290000 0.28570000 NA 0.129300000 NA
## 2131 2023 1.00000000 NA NA NA NA NA
## 2410 2021 0.41380000 0.31030000 NA NA 0.275900000 NA
## 2539 2023 0.47980000 NA NA 0.20780000 0.312400000 NA
## 1111 2021 0.48532857 0.26026429 NA 0.10901429 0.145371429 NA
## 14381 2021 0.62060000 0.10750000 NA 0.27190000 NA NA
## 15042 2021 0.34620000 0.01920000 NA 0.63460000 NA NA
## 18111 2022 1.00000000 NA NA NA NA NA
## 20921 2023 0.44220000 0.14290000 0.28570000 NA 0.129300000 NA
## 21311 2023 1.00000000 NA NA NA NA NA
## 24101 2021 0.41380000 0.31030000 NA NA 0.275900000 NA
## 25391 2023 0.47980000 NA NA 0.20780000 0.312400000 NA
## 529 2021 0.86959783 NA NA NA NA NA
## 638 2023 0.20236842 0.13993421 0.54406579 NA 0.113631579 NA
## 951 2023 0.51780000 0.26370000 0.02140000 NA NA 0.19710000
## 1505 2021 0.55400000 NA NA 0.44600000 NA NA
## 1614 2022 0.47920000 0.09700000 0.42380000 NA NA NA
## 1927 2023 0.46870000 NA 0.31340000 0.14170000 0.076300000 NA
## 2481 2022 0.34890000 0.47330000 NA 0.05560000 0.122200000 NA
## 2590 2023 0.47180000 0.38890000 NA NA 0.139400000 NA
## 467 2023 0.50583019 0.14663396 NA NA 0.347535849 NA
## KN_pct XX_pct vFA_sc vFC_sc vFS_sc vFO_sc vSI_sc vSL_sc
## 479 NA NA 93.22495 88.39167 NA NA 92.82004 82.31736
## 532 NA NA 91.25677 85.48942 NA NA NA NA
## 1032 NA NA NA NA NA NA 92.14326 NA
## 1042 NA NA 89.50588 NA NA NA 88.99722 80.18800
## 1047 NA NA 92.82683 NA NA NA NA 80.07500
## 1964 NA 0.017200000 91.60822 NA NA NA 92.95185 83.36068
## 2148 NA NA 71.28750 NA NA NA NA NA
## 2154 NA NA 66.45000 NA NA NA NA NA
## 2192 NA 0.035100000 NA 89.20351 NA NA 92.12500 82.76667
## 2241 NA 0.006000000 94.66471 NA NA NA 94.03766 86.84167
## 447 NA NA 95.97478 NA 88.72658 NA 95.44990 85.83963
## 490 NA NA 92.91724 88.91581 NA NA 92.88189 NA
## 496 NA NA 87.56732 85.05313 NA NA 87.63052 NA
## 923 NA 0.004600000 93.20407 NA NA NA 92.87143 83.21069
## 1038 NA 0.001900000 92.10371 NA NA NA 92.45132 NA
## 1960 NA NA NA NA NA NA NA NA
## 1984 NA 0.019500000 91.25909 NA 84.07500 NA 89.70000 81.40000
## 1996 NA NA 63.28334 NA NA NA NA NA
## 2009 NA 0.012500000 94.18500 87.77778 NA NA 94.60000 NA
## 2051 NA 0.005400000 85.25000 NA NA NA 85.12273 74.76945
## 2085 NA 0.002900000 96.30090 NA 87.51600 NA 95.85744 89.39846
## 342 NA NA 91.89590 NA NA NA 91.96628 81.24629
## 362 NA 0.004387335 94.06477 NA 84.25018 NA NA 87.13818
## 896 NA NA 92.08969 NA NA NA NA 85.33043
## 1195 NA 0.002000000 94.89284 NA NA NA 93.72105 83.80500
## 1389 NA 0.023300000 95.72883 NA NA NA NA 86.52404
## 1393 NA NA 94.49048 NA NA NA NA NA
## 1463 NA NA 93.66710 NA NA NA NA 84.43114
## 1767 NA NA 90.58648 NA NA NA NA 81.99375
## 2587 NA NA NA NA NA NA 88.72297 77.44426
## 2607 NA NA 94.55152 NA NA NA NA 86.15347
## 137 NA NA 93.50541 NA NA NA NA 88.18216
## 258 NA NA 94.32454 NA NA NA NA 84.35775
## 377 NA NA 92.94979 NA NA NA 91.89552 83.63289
## 1581 NA NA 89.20741 NA NA NA NA NA
## 1640 NA NA 93.52545 NA NA NA NA 84.15000
## 2382 NA 0.015300000 93.57692 NA NA NA 93.06726 87.62800
## 2503 NA NA 93.22865 NA NA NA NA 82.11250
## 2622 NA NA 94.56503 NA NA NA NA NA
## 69 NA NA 94.50159 91.17321 NA NA NA 85.09289
## 136 NA NA 93.97869 NA NA NA 93.30058 82.93508
## 1101 NA 0.001000000 91.80441 NA NA NA 92.09653 80.46348
## 1268 NA 0.004300000 94.00348 NA NA NA 93.91826 NA
## 1279 NA 0.011200000 93.75518 NA NA NA 93.66236 87.20425
## 1308 NA NA 94.53213 91.95652 NA NA NA 83.94500
## 1324 NA NA NA NA NA NA NA 65.87500
## 1330 NA 0.003200000 96.59922 NA NA NA 96.67013 86.39200
## 2104 NA NA NA NA NA NA NA 58.73750
## 2314 NA NA 99.32500 NA NA NA NA 84.67419
## 2381 NA 0.015200000 94.55788 NA NA NA 94.46490 87.22630
## 55 NA 0.002535977 88.73110 NA NA NA 89.07068 76.65166
## 1153 NA 0.012300000 87.46688 NA NA NA 85.72062 77.41718
## 1439 NA NA 93.46607 NA NA NA NA 83.37083
## 1617 NA 0.003700000 94.40161 NA NA NA 94.40085 88.93425
## 1653 0.2857 NA 68.23000 NA NA NA NA NA
## 1737 NA 0.015900000 93.02364 NA NA NA 92.22500 86.48555
## 1926 NA NA 97.93180 93.64429 NA NA 97.02303 NA
## 2300 NA NA 96.03334 NA NA NA 96.62894 87.48000
## 238 NA NA 95.52349 NA NA NA 94.45726 84.29630
## 1077 NA NA 92.17749 NA NA NA 91.60258 82.08792
## 1159 NA NA 91.44444 85.97333 NA NA 92.42500 81.26923
## 1253 NA NA NA NA NA NA NA 77.08333
## 1387 NA NA 92.88182 NA NA NA NA 85.12449
## 1450 NA NA 92.61600 NA NA NA 93.30000 NA
## 1915 NA NA 97.67414 NA NA NA NA 87.06250
## 2483 NA NA 94.53750 NA NA NA NA 83.10000
## 612 NA NA 93.68534 NA NA NA 92.98115 86.00874
## 1229 NA NA 63.51176 NA NA NA NA NA
## 1231 NA NA 93.80833 89.65000 NA NA NA 84.77778
## 1349 NA 0.005800000 92.67500 NA NA NA 92.70000 82.96250
## 1553 NA 0.004100000 95.84256 NA NA NA 96.15044 85.50094
## 1660 NA NA 97.76081 NA NA NA 96.89091 85.97785
## 1663 NA NA 96.45839 89.18511 NA NA NA 83.33727
## 1959 NA NA 74.97500 NA NA NA NA NA
## 6121 NA NA 93.68534 NA NA NA 92.98115 86.00874
## 12291 NA NA 63.51176 NA NA NA NA NA
## 12311 NA NA 93.80833 89.65000 NA NA NA 84.77778
## 13491 NA 0.005800000 92.67500 NA NA NA 92.70000 82.96250
## 15531 NA 0.004100000 95.84256 NA NA NA 96.15044 85.50094
## 16601 NA NA 97.76081 NA NA NA 96.89091 85.97785
## 16631 NA NA 96.45839 89.18511 NA NA NA 83.33727
## 19591 NA NA 74.97500 NA NA NA NA NA
## 476 NA NA 95.72204 91.92871 NA NA 94.13552 83.94826
## 527 NA NA 94.58352 NA NA NA 93.39670 86.08984
## 576 NA NA 94.30632 88.33007 NA NA NA NA
## 2047 NA NA 49.57143 NA NA NA NA NA
## 2118 NA 0.011400000 95.62362 NA NA NA NA 84.07938
## 2133 NA 0.003800000 97.93993 91.11538 NA NA 98.01758 86.29387
## 2134 NA NA 80.00000 NA NA NA NA NA
## 2139 NA NA 93.10871 NA NA NA NA 83.94503
## 2181 NA NA 96.02750 NA NA NA NA 88.50000
## 2190 NA NA 93.16047 88.67429 NA NA NA 84.96429
## 2205 NA 0.011600000 98.48000 99.06671 NA NA NA 91.12402
## 2206 NA 0.011800000 91.07606 NA NA NA 90.19313 79.34342
## 758 NA 0.002500000 95.57833 86.89595 88.15148 NA NA 82.20294
## 820 NA NA NA 87.61120 NA NA 89.56336 75.98400
## 1535 NA 0.008800000 95.60069 NA NA NA NA NA
## 1546 NA 0.001100000 97.56080 NA NA NA NA 89.00365
## 1555 NA 0.006300000 97.28775 87.69129 NA NA 96.73770 NA
## 1618 NA NA 96.66250 92.02000 NA NA 96.31818 85.07369
## 1684 NA 0.015100000 95.64683 NA NA NA NA 79.60417
## 1740 NA 0.010300000 95.88223 NA NA NA 89.00000 86.24149
## 1746 NA NA 95.58750 NA NA NA NA 83.40312
## 2515 NA NA NA NA NA NA 87.47573 75.80588
## 2577 NA 0.020400000 94.01914 NA NA NA NA 83.84416
## 537 NA NA 90.37650 NA NA NA NA 80.39617
## 960 NA 0.001800000 95.56392 NA NA NA NA 86.25000
## 1068 NA NA 89.27515 85.96415 NA NA NA NA
## 12531 NA NA NA NA NA NA NA 77.08333
## 1301 NA 0.009700000 89.94737 87.14414 NA NA 90.51466 79.31220
## 1487 NA 0.040400000 95.11000 NA NA NA NA 82.81837
## 1508 NA NA 90.95016 85.91172 NA NA NA 79.73671
## 1735 NA NA 95.06250 NA NA NA 93.86153 86.59722
## 2294 NA NA 98.78571 NA NA NA 100.05000 86.79688
## 805 NA NA 90.30000 NA NA NA 90.38421 NA
## 1563 NA 0.011500000 93.35729 85.84211 NA NA NA NA
## 1576 NA NA 60.70000 NA NA NA NA NA
## 1578 NA NA 93.35362 NA 86.56120 NA NA 84.20000
## 1588 NA NA NA NA NA NA NA 68.66250
## 1606 NA 0.005300000 94.78411 NA NA NA NA 81.32030
## 1644 NA NA 61.14627 NA NA NA NA NA
## 1650 NA NA 92.89253 88.82222 NA NA NA 78.25715
## 1655 0.0556 NA 70.58889 NA NA NA NA NA
## 1679 NA 0.003100000 95.30877 NA NA NA NA 82.05612
## 1698 NA NA 95.07438 NA NA NA NA 84.59744
## 1712 0.3913 NA 71.31667 NA NA NA NA NA
## 1722 NA NA 90.88571 NA NA NA 91.69444 81.84667
## 1745 NA 0.023500000 96.43333 NA NA NA 98.00884 87.25027
## 2562 NA NA 88.81589 NA NA NA NA 81.46341
## 366 NA NA 94.03237 90.22022 NA NA NA 85.58121
## 389 NA NA 95.07292 NA NA NA 94.40812 84.62711
## 424 NA NA NA NA NA NA 94.06721 86.38689
## 1627 NA NA 84.52592 NA NA NA NA NA
## 1668 NA 0.007800000 94.72516 93.10255 NA NA 91.65000 82.21833
## 2123 NA NA 60.00000 NA NA NA NA NA
## 2146 NA 0.008900000 100.32353 NA NA NA 100.08842 86.83077
## 21811 NA NA 96.02750 NA NA NA NA 88.50000
## 231 NA NA 92.48474 87.36692 NA NA NA NA
## 592 NA NA 90.92674 NA NA NA 90.58714 81.87984
## 813 NA NA 88.83684 NA NA NA NA 80.54054
## 1088 NA NA 92.09013 88.51121 NA NA NA NA
## 1449 NA 0.004600000 97.39277 NA NA NA 97.20517 89.69802
## 1670 NA NA 95.64787 NA NA NA 95.03540 87.05930
## 1945 NA 0.005900000 97.01168 NA 88.23780 NA 97.28936 81.29771
## 2306 NA NA 87.06923 NA NA NA NA NA
## 2527 NA 0.014700000 NA 86.73770 NA NA 92.37016 78.89370
## 340 NA NA 94.23678 89.64570 NA NA 94.84167 83.21114
## 429 NA 0.001790646 93.08629 89.09757 NA NA 92.67244 80.57012
## 807 NA NA 98.87399 NA NA NA NA 92.63767
## 9231 NA 0.004600000 93.20407 NA NA NA 92.87143 83.21069
## 1867 NA NA 99.27273 NA NA NA NA NA
## 1956 NA NA 88.82500 NA NA NA NA 76.77298
## 2334 NA NA 87.56429 NA NA NA 86.25000 79.40000
## 2450 NA 0.004800000 92.64091 NA NA NA 92.75387 83.83878
## 372 NA 0.001883846 93.13102 NA NA NA NA 84.25336
## 412 NA NA 93.71812 88.85036 NA NA NA NA
## 775 NA NA 92.35000 90.60000 NA NA NA 81.27805
## 1358 NA NA 90.68000 NA NA NA NA 78.90000
## 1448 NA 0.005500000 93.42727 NA NA NA 94.02317 86.65441
## 1899 NA NA 91.50000 88.80000 NA NA 92.72667 79.94211
## 1939 NA NA 81.87500 NA NA NA NA NA
## 2302 NA 0.071400000 88.92500 NA NA NA 89.21154 75.93889
## 347 NA NA 95.87069 NA NA NA 96.26080 86.32324
## 743 NA 0.001000000 98.06691 NA NA NA 97.61476 90.42466
## 1374 NA NA 93.64444 NA NA NA NA 81.66000
## 1376 NA NA 90.66865 NA NA NA 90.78000 85.20000
## 14871 NA 0.040400000 95.11000 NA NA NA NA 82.81837
## 1509 NA NA 94.99487 NA NA NA 94.75000 84.05556
## 1874 NA NA 80.00000 NA NA NA NA NA
## 2270 NA NA 92.86506 NA NA NA NA 86.50952
## 711 NA NA 97.67405 NA NA NA 97.66400 88.38862
## 10421 NA NA 89.50588 NA NA NA 88.99722 80.18800
## 1161 NA 0.015200000 91.71333 91.96545 NA NA NA NA
## 1235 NA 0.006600000 95.78936 NA NA NA NA 87.51833
## 1300 NA NA 70.84000 NA NA NA NA NA
## 1320 NA 0.005500000 93.99364 NA NA NA NA 82.54433
## 2238 NA NA NA 90.21429 NA NA 93.73334 83.55882
## 2569 NA 0.013600000 94.68361 87.18018 NA NA 94.33053 82.53421
## 395 NA NA 92.77449 NA NA NA NA NA
## 1429 NA NA 90.65000 NA NA NA 90.67586 80.45073
## 1440 NA NA 95.12500 NA NA NA 95.55000 85.40000
## 1443 NA 0.001900000 92.70698 NA NA NA 89.65000 NA
## 1474 NA 0.003300000 96.16685 NA 86.91021 NA NA 83.78667
## 1501 NA 0.003500000 94.47185 NA NA NA NA 86.07500
## 1502 NA NA 94.44167 NA 87.30000 NA 94.45378 79.31971
## 1504 NA NA 93.84211 NA NA NA NA 82.39394
## 1516 NA 0.019900000 94.51812 93.10000 NA NA NA NA
## 1922 NA NA 96.04932 NA NA NA NA 83.67097
## 222 NA NA 97.04684 NA NA NA NA 87.38872
## 4791 NA NA 93.22495 88.39167 NA NA 92.82004 82.31736
## 1254 NA 0.011000000 94.16432 NA NA NA 93.34697 88.23524
## 1343 NA NA NA NA NA NA NA 62.65000
## 1671 NA NA NA NA 87.45000 NA 93.76562 85.23924
## 1705 NA NA 98.30904 NA 89.38788 NA 96.65000 86.70000
## 1719 NA NA 94.46666 NA NA NA 93.92483 84.83365
## 1830 NA NA 94.00204 NA NA NA NA 82.85384
## 1172 NA NA 95.13185 NA NA NA NA 86.02941
## 11951 NA 0.002000000 94.89284 NA NA NA 93.72105 83.80500
## 1311 NA NA 95.11336 NA NA NA 95.43428 87.48169
## 1313 NA 0.006400000 94.85702 NA NA NA 93.94681 84.53884
## 1353 NA NA 95.34114 82.38572 NA NA 95.70833 NA
## 1360 NA 0.032300000 89.90000 NA NA NA 90.91213 NA
## 1895 NA NA 96.92928 NA NA NA NA 85.36724
## 1983 NA NA 74.90000 NA NA NA NA NA
## 2248 NA NA 95.22932 NA NA NA NA 83.63130
## 2357 NA NA 95.71688 NA NA NA NA 86.48000
## 226 NA NA 97.27721 NA NA NA NA 87.73337
## 480 NA NA 95.27204 89.27094 NA NA NA 83.95015
## 845 NA NA 92.74722 NA NA NA 93.13538 86.65846
## 1552 NA NA 97.32000 NA NA NA 98.13333 84.28666
## 1609 NA 0.011500000 94.91605 NA NA NA 93.76712 89.43407
## 1703 NA NA 64.77500 NA NA NA NA NA
## 1728 NA NA 96.58889 NA 90.74702 NA 96.25000 88.40000
## 2145 NA NA 98.94167 NA NA NA NA 88.05294
## 249 NA NA 92.60474 NA NA NA NA 80.31952
## 251 NA NA 93.90438 NA NA NA 94.16920 86.94041
## 506 NA 0.005126374 92.06444 87.59907 NA NA NA NA
## 556 NA NA 90.48876 NA NA NA 90.69661 82.89888
## 1208 NA 0.007700000 85.55454 NA NA NA 85.46464 76.97160
## 1283 NA 0.004200000 93.09016 NA NA NA NA 81.32596
## 1284 NA NA 96.47520 NA 87.18333 NA NA 84.25625
## 2345 NA 0.006800000 85.40482 NA NA NA 85.34406 75.63522
## 2565 NA NA 95.05511 NA NA NA 94.71566 86.01368
## 317 NA NA 93.12915 88.68996 NA NA 91.88439 81.16541
## 335 NA NA 94.45150 NA NA NA NA 82.84335
## 663 NA 0.013385973 91.62516 NA NA NA 90.26260 NA
## 1333 NA 0.007700000 91.21250 90.90000 NA NA 90.93207 81.10142
## 1475 NA NA 94.45800 NA NA NA NA 85.72941
## 19961 NA NA 63.28334 NA NA NA NA NA
## 2113 NA 0.006600000 99.66071 NA NA NA NA 89.04574
## 2368 NA NA NA NA NA NA 91.58333 77.68970
## 22 NA NA NA 92.06219 NA NA NA 81.91985
## 63 NA NA 96.29658 NA NA NA NA NA
## 168 NA NA 95.72905 NA NA NA 94.39959 85.92516
## 174 NA NA 97.31097 92.90687 NA NA NA NA
## 673 NA NA 91.52864 86.74016 NA NA NA 83.48825
## 1177 NA 0.003700000 96.66975 NA NA NA 96.35401 88.40639
## 1180 NA 0.004000000 96.51726 NA NA NA NA NA
## 1260 NA NA 91.38164 NA NA NA NA 77.56800
## 1744 NA 0.024200000 98.32157 NA NA NA 97.21428 88.30516
## 1759 NA NA 95.74352 NA NA NA 95.60000 85.36968
## 2222 NA 0.008700000 NA NA NA NA 95.97947 90.62366
## 2362 NA 0.010200000 90.64737 NA NA NA 90.67018 NA
## 2530 NA NA 92.86667 NA NA NA NA 81.13421
## 2600 NA 0.001000000 98.76036 NA NA NA 98.08804 87.87984
## 2641 NA NA 91.67734 NA NA NA NA 80.00794
## 7581 NA 0.002500000 95.57833 86.89595 88.15148 NA NA 82.20294
## 1178 NA 0.015900000 89.67190 NA NA NA 90.18057 77.45971
## 1287 NA NA 93.17280 86.51428 NA NA NA 81.78800
## 1445 NA NA NA NA NA NA NA 73.76250
## 19561 NA NA 88.82500 NA NA NA NA 76.77298
## 2229 NA 0.005800000 93.38621 NA NA NA NA 83.57037
## 2246 NA NA 93.52000 NA NA NA 93.06777 86.12237
## 2312 NA 0.013400000 91.68889 82.59375 NA NA 92.35603 NA
## 2412 NA 0.011900000 92.43640 NA NA NA NA 81.09718
## 173 NA NA 97.02378 NA NA NA NA 86.40454
## 315 NA NA 98.15457 NA NA NA NA 86.22159
## 376 NA 0.005145946 99.13141 NA NA NA NA NA
## 1630 NA NA 83.75000 NA NA NA NA NA
## 1646 NA NA 94.15278 NA NA NA 93.52676 83.87014
## 1683 NA 0.006600000 NA NA 88.62210 NA 97.02217 89.03125
## 1891 NA NA 95.55000 NA NA NA 95.82594 84.38977
## 1930 NA NA NA 87.52857 NA NA 91.70714 81.05556
## 2007 NA 0.001000000 94.26666 NA NA NA 96.04372 86.38109
## 2252 NA NA NA NA NA NA 93.68172 80.91887
## 2471 NA NA 91.63377 NA NA NA NA 84.11120
## 2511 NA NA 94.29549 NA NA NA NA 84.20213
## 152 NA NA 99.57500 NA NA NA 99.95531 88.22402
## 307 NA NA 88.99203 NA NA NA 88.87443 79.74874
## 414 NA NA 98.33935 95.61573 NA NA 98.61120 88.70589
## 1185 NA 0.013300000 94.09798 84.79630 NA NA NA NA
## 1331 NA 0.005100000 95.72114 92.97746 NA NA 95.91870 NA
## 1351 NA NA 93.01111 NA NA NA NA 87.50000
## 1565 NA NA 67.88889 NA NA NA NA 61.00000
## 1718 0.0294 NA 80.38485 NA NA NA NA NA
## 1808 0.3030 NA 55.01250 NA NA NA NA NA
## 2013 NA 0.002200000 93.11322 NA NA NA 91.60000 86.92138
## 2031 NA NA 72.62857 NA NA NA NA NA
## 2090 NA 0.033900000 92.83143 NA NA NA 90.96666 84.72647
## 598 NA NA 90.12453 85.89722 NA NA NA NA
## 1155 NA NA 85.44941 NA NA NA 85.30000 78.57174
## 13581 NA NA 90.68000 NA NA NA NA 78.90000
## 1533 NA 0.008300000 93.21273 88.35214 NA NA NA 83.33954
## 2025 NA 0.009200000 95.11823 90.13248 NA NA 95.16279 82.77695
## 2035 NA 0.003400000 93.73379 NA NA NA NA 84.96577
## 2307 NA 0.004600000 92.48899 NA NA NA 92.25828 83.14498
## 2498 NA 0.013400000 91.10880 84.87273 NA NA NA NA
## 5321 NA NA 91.25677 85.48942 NA NA NA NA
## 975 NA NA 91.34807 NA NA NA NA 81.03807
## 1040 NA NA 90.80387 NA NA NA 90.69865 NA
## 1214 NA NA 93.52139 88.66065 NA NA NA 80.19487
## 1612 NA NA 62.32857 NA NA NA NA NA
## 2006 NA NA 59.21731 NA NA NA NA NA
## 2338 NA NA 93.76250 87.20333 NA NA 93.64375 74.76923
## 2504 NA NA NA NA NA NA 88.73409 NA
## 2536 NA NA 92.45416 NA NA NA NA 81.72941
## 279 NA NA 95.04828 NA NA NA NA 82.18758
## 351 NA NA 95.77878 87.72891 85.86118 NA NA NA
## 1336 NA NA 93.34889 NA NA NA NA 84.70192
## 13492 NA 0.005800000 92.67500 NA NA NA 92.70000 82.96250
## 1356 NA 0.009400000 97.60402 NA 87.96614 NA NA 87.07593
## 1417 NA NA 91.70545 NA NA NA 91.30322 83.77451
## 15091 NA NA 94.99487 NA NA NA 94.75000 84.05556
## 1542 NA 0.007000000 NA 92.22767 NA NA 93.62870 81.19695
## 2055 NA 0.001800000 95.93546 NA NA NA 95.71162 87.10100
## 2273 NA NA NA NA NA NA 93.74000 85.50000
## 2499 NA 0.015400000 93.50834 NA NA NA 93.32123 82.04898
## 2566 NA 0.006200000 95.32474 90.35000 NA NA 95.15000 86.38889
## 51 NA 0.003574338 91.93625 85.38991 NA NA 91.60005 NA
## 365 NA 0.002247411 92.80383 NA 84.94149 NA 92.38604 88.95039
## 552 NA NA 93.32181 NA 84.27238 NA NA 81.75242
## 630 NA NA 93.41707 87.53676 NA NA 93.23559 83.05162
## 1493 NA NA 99.64166 NA NA NA NA 82.24000
## 1506 NA 0.005700000 100.70000 100.21284 NA NA NA 91.87102
## 1514 NA NA NA 87.00000 NA NA NA 81.83333
## 1925 NA 0.011900000 95.93301 NA 92.02285 NA 96.13333 85.72456
## 2349 NA 0.004000000 90.90696 NA NA NA 91.80000 79.83955
## 2413 NA NA 90.40000 NA NA NA 90.23846 NA
## 2629 NA 0.001800000 NA NA NA NA 88.13419 74.94139
## 48 NA NA NA NA NA NA 95.48404 NA
## 246 NA NA 90.81014 NA NA NA 90.34672 79.75824
## 1428 NA NA 99.02121 NA NA NA NA NA
## 14872 NA 0.040400000 95.11000 NA NA NA NA 82.81837
## 1503 NA 0.013300000 96.97955 NA NA NA 97.17244 87.47883
## 16981 NA NA 95.07438 NA NA NA NA 84.59744
## 1700 NA 0.004800000 86.45205 NA NA NA 86.48162 77.84715
## 2169 NA NA 67.75555 NA NA NA NA NA
## 2178 NA 0.003300000 92.52620 NA NA NA NA 85.52395
## 2626 NA 0.007100000 95.46864 NA NA NA NA 82.64545
## 3951 NA NA 92.77449 NA NA NA NA NA
## 1270 NA NA NA 93.90588 NA NA NA 87.08571
## 1315 NA NA 94.74579 NA NA NA NA NA
## 1381 NA NA 94.70750 NA NA NA NA 85.17778
## 16531 0.2857 NA 68.23000 NA NA NA NA NA
## 1661 NA NA 94.98465 NA NA NA 94.44849 85.89000
## 2027 NA 0.018600000 97.11434 NA NA NA NA 88.49128
## 2128 NA 0.010800000 94.94702 NA NA NA NA 84.02615
## 1220 NA 0.029600000 NA NA NA NA 93.44225 85.04666
## 1369 NA NA NA NA NA NA NA 61.86667
## 1392 NA 0.003300000 93.23334 NA NA NA 94.28820 86.59954
## 1751 NA NA 96.96948 NA NA NA NA 88.36093
## 1988 NA 0.003700000 94.92273 NA NA NA 94.75625 84.47211
## 2153 NA 0.011500000 95.71865 NA NA NA NA 85.84912
## 2167 NA NA 95.17770 NA NA NA NA NA
## 2437 NA NA 86.57400 NA NA NA NA 78.77778
## 2454 NA NA 91.33803 NA NA NA 90.49167 82.76250
## 2578 NA 0.004000000 NA 93.06764 NA NA 98.68647 NA
## 1097 NA 0.001500000 90.69800 NA 84.44000 NA 90.92500 86.53265
## 1209 NA NA NA NA NA NA 92.25454 80.61667
## 1335 NA NA 94.10494 NA NA NA NA 80.64000
## 1975 NA 0.022700000 94.43403 NA NA NA NA 87.25792
## 2187 NA 0.004300000 94.43490 88.58333 NA NA NA 81.02888
## 2259 NA NA 95.76428 NA NA NA NA 86.10371
## 2341 NA NA 93.83231 NA NA NA NA 79.32297
## 2453 NA NA 91.56563 NA NA NA 91.57960 82.86585
## 2522 NA 0.009000000 88.53849 NA NA NA NA 83.63765
## 574 NA NA NA 82.26025 NA NA 86.68522 NA
## 590 NA NA 93.53168 NA NA NA NA 85.34225
## 983 NA 0.002400000 95.68301 NA 85.56798 NA 92.53750 88.66332
## 1013 NA 0.003500000 90.42410 85.98944 NA NA 89.89630 NA
## 2076 NA NA 72.50204 NA NA NA NA NA
## 2158 NA NA 94.65000 NA NA NA 94.07500 84.04286
## 2177 NA NA NA NA NA NA 94.92391 85.21941
## 2324 NA 0.005000000 94.47221 NA NA NA 88.80000 86.17994
## 182 NA NA NA 92.87471 NA NA 92.39732 84.29895
## 212 NA NA 95.87752 92.40219 NA NA 95.25908 NA
## 333 NA NA 93.37123 NA NA NA 92.11949 82.24881
## 609 NA NA 91.88048 NA NA NA NA NA
## 1162 NA NA 95.76596 88.92102 NA NA 95.47978 NA
## 1286 NA 0.007100000 96.00000 NA NA NA 96.04501 87.73871
## 1426 NA 0.000900000 96.54727 NA NA NA 96.70916 NA
## 1611 NA 0.005500000 97.89011 NA NA NA 97.41911 87.97143
## 1882 NA 0.013200000 93.48668 NA NA NA NA 82.93880
## 1958 NA 0.004200000 98.95841 NA NA NA 98.88027 91.61118
## 2038 NA 0.010800000 97.25995 NA 89.63066 NA NA 89.53793
## 2467 NA 0.010900000 94.00000 NA NA NA 93.66661 88.56535
## 756 NA NA 90.47408 NA NA NA NA 81.68889
## 780 NA 0.001900000 95.26243 NA NA NA NA 83.38425
## 991 NA 0.001100000 NA NA NA NA 92.08832 83.97032
## 1305 NA 0.003900000 96.98750 NA NA NA NA 90.16667
## 1373 NA NA 66.22500 NA NA NA NA NA
## 1459 NA NA 93.58790 90.49600 NA NA NA 85.19221
## 1594 NA NA 49.57619 NA NA NA NA NA
## 1860 NA NA 77.60000 NA NA NA NA NA
## 613 NA NA 94.09957 NA NA NA 93.93087 83.49453
## 1108 NA NA 93.99134 NA NA NA 93.45449 84.69105
## 2279 NA NA 95.75778 NA NA NA NA 83.48500
## 2310 NA NA 69.15455 NA NA NA NA NA
## 2333 NA 0.016000000 91.49693 NA NA NA 88.85000 NA
## 2348 NA NA NA NA NA NA 89.13620 NA
## 2372 NA 0.024900000 NA NA NA NA 92.34413 84.39132
## 2526 NA NA NA NA NA NA 94.45334 86.17143
## 2574 NA NA 93.97097 87.04286 NA NA 94.33333 80.68421
## 111 NA NA 85.86123 NA NA NA 86.59740 77.64666
## 1438 NA NA 95.20455 NA NA NA 95.38667 87.20000
## 15041 NA NA 93.84211 NA NA NA NA 82.39394
## 1811 NA NA 73.92449 NA NA NA 88.50000 NA
## 2092 NA NA 95.76923 93.38139 NA NA 95.07895 82.39524
## 2131 NA NA 61.97879 NA NA NA NA NA
## 2410 NA NA 93.43333 NA NA NA NA NA
## 2539 NA 0.018900000 94.01855 NA NA NA NA NA
## 1111 NA NA 85.86123 NA NA NA 86.59740 77.64666
## 14381 NA NA 95.20455 NA NA NA 95.38667 87.20000
## 15042 NA NA 93.84211 NA NA NA NA 82.39394
## 18111 NA NA 73.92449 NA NA NA 88.50000 NA
## 20921 NA NA 95.76923 93.38139 NA NA 95.07895 82.39524
## 21311 NA NA 61.97879 NA NA NA NA NA
## 24101 NA NA 93.43333 NA NA NA NA NA
## 25391 NA 0.018900000 94.01855 NA NA NA NA NA
## 529 NA NA 92.28572 NA NA NA NA NA
## 638 NA 0.005600000 NA NA NA NA 94.03068 86.69714
## 951 NA 0.004700000 92.59129 84.66667 84.85663 NA NA 83.81081
## 1505 NA NA 96.55584 NA NA NA NA NA
## 1614 NA NA 95.20289 88.96078 NA NA NA 84.32286
## 1927 NA 0.002700000 92.38621 90.11913 NA NA 92.00069 NA
## 2481 NA 0.008900000 92.05287 NA NA NA NA 80.07277
## 2590 NA 0.009400000 95.83620 89.44928 NA NA NA NA
## 467 NA NA 93.95523 NA NA NA NA 88.75045
## vCU_sc vKC_sc vEP_sc vCH_sc vSC_sc vKN_sc FA_X_sc
## 479 NA NA NA 85.13644 NA NA -5.0297075
## 532 78.42673 NA NA 84.12735 NA NA 5.2478820
## 1032 82.56710 NA NA 84.52335 NA NA NA
## 1042 NA NA NA 84.23864 NA NA 8.8560785
## 1047 74.28182 NA NA 83.23500 NA NA 3.7902438
## 1964 NA NA NA 86.40000 NA NA -4.0049466
## 2148 63.88889 NA 42.84545 NA NA NA -5.2130814
## 2154 NA NA 51.66000 NA NA NA -4.2013998
## 2192 NA NA NA 85.14000 NA NA NA
## 2241 NA NA NA 88.78378 NA NA -8.7521174
## 447 NA NA NA NA NA NA -6.5950881
## 490 NA 76.76105 NA 85.51531 NA NA 5.8804569
## 496 73.35211 NA NA 79.53403 NA NA 5.3512106
## 923 NA 80.60000 NA 88.59259 NA NA -2.3483778
## 1038 77.92034 NA NA 87.39540 NA NA 3.2409258
## 1960 NA NA 49.14444 NA NA NA NA
## 1984 NA NA NA NA NA NA -4.8988364
## 1996 NA NA 46.62727 NA NA NA -3.6276833
## 2009 NA NA NA 84.92500 NA NA -7.2959000
## 2051 NA NA NA NA NA NA -7.5407794
## 2085 84.86667 NA NA NA NA NA -4.7192522
## 342 NA NA NA 86.31949 NA NA -5.0854723
## 362 NA NA NA NA NA NA -5.0538803
## 896 73.35000 NA NA 87.59000 NA NA -2.4649485
## 1195 NA NA NA 89.11429 NA NA -2.8723260
## 1389 NA NA NA NA NA NA -3.3213515
## 1393 77.18182 NA NA NA NA NA -3.4633335
## 1463 NA NA NA 84.66339 NA NA -3.4559650
## 1767 NA NA NA 84.32500 NA NA -3.0340540
## 2587 NA NA NA NA NA NA NA
## 2607 NA NA NA 86.76667 NA NA 4.5790152
## 137 81.88513 NA NA 89.11603 NA NA -5.7836095
## 258 NA 76.74409 NA 85.38727 NA NA -4.7017261
## 377 NA NA NA 83.57850 NA NA -7.4871562
## 1581 NA NA 52.74000 NA NA NA -8.4362963
## 1640 80.88611 NA NA NA NA NA -5.9974543
## 2382 82.39484 NA NA NA NA NA 3.8986877
## 2503 78.82891 NA NA NA NA NA 0.9951326
## 2622 82.96806 NA NA 87.32500 NA NA 2.2593567
## 69 NA NA NA NA NA NA -7.1562514
## 136 80.26201 NA NA 88.22035 NA NA -3.5617165
## 1101 NA NA NA 81.15080 NA NA 5.4867332
## 1268 NA 78.23147 NA 85.52110 NA NA -5.4461486
## 1279 NA NA NA 86.38494 NA NA -6.6726521
## 1308 NA 76.52955 NA NA NA NA -1.5786345
## 1324 NA NA NA NA NA NA NA
## 1330 79.42476 NA NA 90.32832 NA NA -3.2544647
## 2104 NA NA NA 60.45000 NA NA NA
## 2314 NA NA NA NA NA NA 4.8491665
## 2381 80.21500 NA NA NA NA NA 2.8952056
## 55 65.86380 NA NA 79.09796 NA NA -6.3175532
## 1153 78.90000 NA NA 77.35000 NA NA -10.1756491
## 1439 NA NA NA NA NA NA -4.3573213
## 1617 79.78747 NA NA 87.58889 NA NA -4.9830447
## 1653 58.30000 NA NA NA NA NA -6.0884998
## 1737 NA NA NA 86.77232 NA NA -8.3963591
## 1926 80.63611 NA NA 89.27738 NA NA -4.6509170
## 2300 81.76667 NA NA NA NA NA -7.4250832
## 238 78.66540 NA NA 91.24793 NA NA -4.7911288
## 1077 78.07678 NA NA 87.49189 NA NA -0.3544069
## 1159 NA NA NA NA NA NA -0.4866667
## 1253 NA NA NA NA NA NA NA
## 1387 NA NA NA 85.99460 NA NA -7.5460226
## 1450 NA NA NA 86.28889 NA NA -7.4144000
## 1915 NA NA NA 84.85000 NA NA -6.3587931
## 2483 NA NA NA NA NA NA 7.7712498
## 612 74.32741 NA NA 85.92734 NA NA 4.1625413
## 1229 NA NA NA NA NA NA -3.2635294
## 1231 78.23077 NA NA 87.57500 NA NA -4.4487499
## 1349 NA NA NA 85.27708 NA NA -8.1850004
## 1553 NA NA NA 87.92500 NA NA -4.5824944
## 1660 NA NA NA 90.90000 NA NA -7.4766219
## 1663 NA NA NA 89.67688 NA NA -2.6569581
## 1959 NA NA 58.30000 NA NA NA -7.2845249
## 6121 74.32741 NA NA 85.92734 NA NA 4.1625413
## 12291 NA NA NA NA NA NA -3.2635294
## 12311 78.23077 NA NA 87.57500 NA NA -4.4487499
## 13491 NA NA NA 85.27708 NA NA -8.1850004
## 15531 NA NA NA 87.92500 NA NA -4.5824944
## 16601 NA NA NA 90.90000 NA NA -7.4766219
## 16631 NA NA NA 89.67688 NA NA -2.6569581
## 19591 NA NA 58.30000 NA NA NA -7.2845249
## 476 NA NA NA 89.34089 NA NA -6.4197750
## 527 80.17837 NA NA NA NA NA 4.2382395
## 576 78.89109 NA NA 87.17369 NA NA 3.6264155
## 2047 NA NA NA NA NA NA 4.8421860
## 2118 79.90000 NA NA 87.80421 NA NA -7.1211022
## 2133 NA NA NA 90.26910 NA NA -5.6807641
## 2134 NA NA NA NA NA NA -5.0220455
## 2139 NA NA NA 91.73334 NA NA -3.1247615
## 2181 NA NA NA NA NA NA -4.9041500
## 2190 79.98529 NA NA 84.25000 NA NA -2.2770852
## 2205 NA NA NA NA NA NA -3.2752800
## 2206 NA NA NA 86.22683 NA NA -6.1490819
## 758 74.74167 NA NA NA NA NA -2.7670391
## 820 74.71743 NA NA 79.70446 NA NA NA
## 1535 79.05093 NA NA NA NA NA -2.5466896
## 1546 85.77900 NA NA NA NA NA -3.9581010
## 1555 NA NA NA 89.01824 NA NA -6.4553061
## 1618 NA NA NA NA NA NA -6.5149999
## 1684 NA 78.72066 NA NA NA NA -2.6887342
## 1740 NA NA NA 89.05000 NA NA -3.3316667
## 1746 NA NA NA 90.10000 NA NA -4.2437500
## 2515 NA NA NA NA NA NA NA
## 2577 NA NA NA 90.62059 NA NA 2.5055776
## 537 NA NA NA 81.42107 NA NA 4.0679942
## 960 NA 80.22929 NA 74.59798 NA NA -2.2672372
## 1068 71.87229 NA NA 79.62766 NA NA 7.9045455
## 12531 NA NA NA NA NA NA NA
## 1301 NA NA NA 83.89000 NA NA -7.3342108
## 1487 78.30000 NA NA 86.80270 NA NA -4.3045455
## 1508 NA NA NA NA NA NA -1.2568254
## 1735 79.28334 NA NA 85.98334 NA NA -6.4640627
## 2294 NA NA NA NA NA NA -5.0145714
## 805 77.38636 NA NA 85.37368 NA NA -3.8365216
## 1563 NA 79.58400 NA 85.67174 NA NA -6.5428857
## 1576 NA NA NA NA NA NA -1.6975001
## 1578 NA NA NA NA NA NA -8.4384058
## 1588 56.45000 NA NA NA NA NA NA
## 1606 NA 79.55000 NA 89.97360 NA NA -4.4588409
## 1644 63.40000 NA NA NA NA NA -3.3038806
## 1650 NA NA NA NA NA NA -4.5717910
## 1655 NA NA NA NA NA NA -1.7700000
## 1679 NA NA NA 88.96129 NA NA -3.9069299
## 1698 NA NA NA 87.24146 NA NA -5.0807440
## 1712 NA NA 43.14706 NA NA NA -3.6066666
## 1722 NA NA NA 82.17143 NA NA -4.1661905
## 1745 NA NA NA 90.14571 NA NA -8.2416668
## 2562 NA NA NA 82.85364 NA NA 6.4684488
## 366 81.65537 NA NA 86.12457 NA NA -4.6647261
## 389 NA NA NA 88.71040 NA NA -4.9369284
## 424 82.19309 NA NA NA NA NA NA
## 1627 NA NA 63.20000 NA NA NA -2.5303704
## 1668 NA 76.48847 NA 82.90000 NA NA -2.1146202
## 2123 NA NA NA NA NA NA -7.1387831
## 2146 NA NA NA 91.35556 NA NA -4.2165294
## 21811 NA NA NA NA NA NA -4.9041500
## 231 71.98229 NA NA 84.05609 NA NA -3.2565808
## 592 NA NA NA 85.24922 NA NA 8.8914446
## 813 72.65000 NA NA 79.51428 NA NA -6.5657895
## 1088 76.27273 NA NA 82.09828 NA NA 6.4593630
## 1449 NA NA NA 90.05611 NA NA -6.8118551
## 1670 NA NA NA 88.90064 NA NA -4.5538034
## 1945 NA NA NA NA NA NA -5.2201387
## 2306 73.30000 NA NA 73.65000 NA NA 8.3053847
## 2527 NA NA NA 80.72919 NA NA NA
## 340 NA NA NA NA NA NA -0.4537656
## 429 76.71258 NA NA 84.99414 NA NA -3.5093428
## 807 83.44375 NA NA 92.01299 NA NA -5.9810539
## 9231 NA 80.60000 NA 88.59259 NA NA -2.3483778
## 1867 83.48333 NA NA 90.68000 NA NA -7.8363634
## 1956 71.01667 NA NA 83.35000 NA NA -1.8570667
## 2334 70.00000 NA NA NA NA NA 1.4692857
## 2450 NA NA NA 87.78957 NA NA 8.1440911
## 372 NA 76.17546 NA NA NA NA -1.9373131
## 412 83.28506 NA NA 86.77808 NA NA -6.0472530
## 775 75.43077 NA NA 82.36364 NA NA -3.4894738
## 1358 73.50000 NA NA 84.85714 NA NA -4.9660000
## 1448 NA NA NA 85.79231 NA NA -4.7154544
## 1899 74.70000 NA NA 86.50000 NA NA -6.3099999
## 1939 39.30000 NA 43.10371 NA NA NA -3.5840437
## 2302 NA NA NA NA NA NA 7.9933332
## 347 NA NA NA NA NA NA -8.2687863
## 743 83.72405 NA NA 91.81799 NA NA -6.7735033
## 1374 NA NA NA NA NA NA -2.1488889
## 1376 77.71569 NA NA 79.59194 NA NA -1.4332836
## 14871 78.30000 NA NA 86.80270 NA NA -4.3045455
## 1509 NA NA NA 87.85714 NA NA -3.3066668
## 1874 NA NA 61.46316 NA NA NA -7.5528570
## 2270 NA NA NA 77.40244 NA NA -3.6382433
## 711 NA 83.43011 NA 89.83895 NA NA -7.5138673
## 10421 NA NA NA 84.23864 NA NA 8.8560785
## 1161 NA 82.24518 NA NA NA NA -5.6996668
## 1235 83.86325 NA NA NA NA NA -4.6866225
## 1300 NA NA NA NA NA NA -7.6239998
## 1320 NA NA NA 87.71237 NA NA -7.0703181
## 2238 NA NA NA 88.91765 NA NA NA
## 2569 NA NA NA 88.10000 NA NA 7.0852951
## 395 NA NA NA 82.53656 NA NA -5.1562613
## 1429 NA NA NA 83.02727 NA NA -10.9379543
## 1440 NA NA NA NA NA NA -2.2487500
## 1443 84.23958 NA NA 84.53003 NA NA -4.0417276
## 1474 NA NA NA NA NA NA -5.6877765
## 1501 NA NA NA 88.86452 NA NA -7.6612594
## 1502 NA NA NA NA NA NA -8.2191663
## 1504 NA NA NA NA NA NA -4.5894735
## 1516 80.12941 NA NA NA NA NA -0.8132215
## 1922 NA NA NA NA NA NA -3.4034246
## 222 80.36967 NA NA 85.94244 NA NA -4.5744012
## 4791 NA NA NA 85.13644 NA NA -5.0297075
## 1254 79.18221 NA NA 86.84348 NA NA -4.6522535
## 1343 54.40000 NA NA NA NA NA NA
## 1671 NA NA NA NA NA NA NA
## 1705 82.77273 NA NA NA NA NA -5.7468957
## 1719 NA NA NA NA NA NA -5.5607577
## 1830 NA NA NA 83.24000 NA NA -4.2887754
## 1172 77.18182 NA NA NA NA NA -4.1438517
## 11951 NA NA NA 89.11429 NA NA -2.8723260
## 1311 84.13944 NA NA NA NA NA -2.7958289
## 1313 NA NA NA 87.91270 NA NA -2.8239541
## 1353 NA NA NA 83.70930 NA NA -8.0454952
## 1360 77.65268 NA NA 86.98125 NA NA -6.3100001
## 1895 NA NA NA 89.66111 NA NA -2.6280179
## 1983 NA NA 56.32381 NA NA NA -4.9046998
## 2248 NA NA NA 91.72934 NA NA -4.0547792
## 2357 82.50000 NA NA 84.02000 NA NA 9.2800003
## 226 NA NA NA 81.57428 NA NA -4.2312539
## 480 NA NA NA 85.96208 NA NA -4.9947579
## 845 80.03089 NA NA 87.23306 NA NA -6.1173613
## 1552 NA NA NA 88.05000 NA NA -7.9087693
## 1609 82.44597 NA NA 87.23290 NA NA -6.1903688
## 1703 55.45000 NA NA NA NA 59.84286 -7.1900001
## 1728 NA NA NA NA NA NA -7.5313334
## 2145 NA NA NA 91.70000 NA NA -5.6929582
## 249 75.85863 NA NA 85.91659 NA NA -5.8127728
## 251 85.31686 NA NA NA NA NA -5.6188216
## 506 78.85744 NA NA NA NA NA 4.3518989
## 556 NA NA NA 81.73782 NA NA 5.2141008
## 1208 NA NA NA 80.24821 NA NA -8.5454545
## 1283 NA NA NA NA NA NA -8.6461622
## 1284 81.47972 NA NA NA NA NA -7.3302372
## 2345 NA NA NA 72.65035 NA NA 9.7585545
## 2565 NA NA NA NA NA NA 5.5255102
## 317 NA NA NA 87.03422 NA NA -4.1511127
## 335 NA NA NA NA NA NA -5.1161064
## 663 76.51779 NA NA 82.87608 NA NA 6.4098446
## 1333 NA NA NA 83.00000 NA NA -5.4110712
## 1475 NA NA NA 85.04545 NA NA -4.1994000
## 19961 NA NA 46.62727 NA NA NA -3.6276833
## 2113 82.12326 NA NA NA NA NA -2.1258123
## 2368 NA NA NA 84.06956 NA NA NA
## 22 NA 84.03416 NA NA NA NA NA
## 63 NA 79.90302 NA NA NA NA -3.7689101
## 168 NA NA NA 87.52112 NA NA -3.0203157
## 174 80.96179 NA NA NA NA NA -4.1666213
## 673 77.77415 NA NA 82.91898 NA NA 2.1187906
## 1177 NA NA NA 90.75625 NA NA -6.4512012
## 1180 NA 86.07656 NA NA NA NA -6.8534188
## 1260 NA NA NA 80.13239 NA NA -6.7257142
## 1744 NA NA NA NA NA NA -6.7060783
## 1759 77.71200 NA NA 85.21395 NA NA -4.6977996
## 2222 NA NA NA NA NA NA NA
## 2362 74.62453 NA NA 79.60000 NA NA 1.8280262
## 2530 80.20000 NA NA NA NA NA 2.0660606
## 2600 NA NA NA 92.15000 NA NA 6.8749112
## 2641 NA NA NA 82.03571 NA NA 7.5061509
## 7581 74.74167 NA NA NA NA NA -2.7670391
## 1178 NA NA NA 82.26667 NA NA -6.8792382
## 1287 76.72667 NA NA 80.01585 NA NA -4.3970000
## 1445 NA NA NA 78.50000 NA NA NA
## 19561 71.01667 NA NA 83.35000 NA NA -1.8570667
## 2229 NA NA NA 87.05843 NA NA -8.2351722
## 2246 NA NA NA 86.78334 NA NA -8.5118998
## 2312 NA 76.40897 NA 75.13478 NA NA 3.0877779
## 2412 NA NA NA 82.37360 NA NA 6.2445395
## 173 80.47395 NA NA 90.31556 NA NA -2.9569122
## 315 NA NA NA 88.70443 NA NA -3.5381622
## 376 NA 85.78254 NA NA NA NA -3.1434742
## 1630 NA NA 49.41250 NA NA NA -4.5850000
## 1646 NA NA NA 89.17500 NA NA -6.4369443
## 1683 NA NA NA NA NA NA NA
## 1891 NA NA NA 88.20000 NA NA -5.5316664
## 1930 NA NA NA 82.93334 NA NA NA
## 2007 NA NA NA NA NA NA -5.0220334
## 2252 NA NA NA 88.20000 NA NA NA
## 2471 NA NA NA 91.28205 NA NA 3.3424675
## 2511 78.29583 NA NA NA NA NA 2.6106306
## 152 NA NA NA NA NA NA -4.6773890
## 307 NA NA NA NA NA NA -2.7677858
## 414 NA NA NA NA NA NA -4.8324809
## 1185 NA 80.48518 NA 87.18158 NA NA -6.7093397
## 1331 77.81111 NA NA 87.30685 NA NA -5.1858389
## 1351 79.65000 NA NA 86.63333 NA NA -5.6977776
## 1565 53.20500 NA 42.90000 NA NA NA -5.0622224
## 1718 NA NA NA 73.90000 NA NA -5.2045455
## 1808 40.40000 NA 44.43750 NA NA NA -5.6187501
## 2013 80.84667 NA NA 86.83878 NA NA -2.5307423
## 2031 NA NA 56.45000 NA NA NA -4.7201571
## 2090 NA NA NA 86.44118 NA NA -8.6457284
## 598 77.49036 NA NA 81.96705 NA NA 6.4552378
## 1155 NA NA NA NA NA NA -8.0239997
## 13581 73.50000 NA NA 84.85714 NA NA -4.9660000
## 1533 NA NA NA 86.88378 NA NA -2.9690455
## 2025 73.80000 NA NA 88.31395 NA NA -2.1449441
## 2035 NA NA NA 87.46774 NA NA -5.4376353
## 2307 NA NA NA 85.86285 NA NA 9.2842203
## 2498 74.18750 NA NA 82.80862 NA NA 4.7652830
## 5321 78.42673 NA NA 84.12735 NA NA 5.2478820
## 975 77.46838 NA NA 83.71871 NA NA -4.7090592
## 1040 74.86111 NA NA 83.93169 NA NA 2.7078710
## 1214 NA NA NA NA NA NA -4.8705780
## 1612 NA NA NA NA NA NA -9.1167859
## 2006 NA NA NA NA NA NA -4.0483846
## 2338 NA NA NA 81.63636 NA NA 3.3437500
## 2504 80.06881 NA NA NA NA NA NA
## 2536 75.25000 NA NA 83.64286 NA NA 5.4825001
## 279 NA NA NA 85.05044 NA NA -5.1487035
## 351 NA NA NA NA NA NA -4.6355635
## 1336 NA NA NA 87.36667 NA NA -2.3524445
## 13492 NA NA NA 85.27708 NA NA -8.1850004
## 1356 NA NA NA NA NA NA -6.0134768
## 1417 NA NA NA 84.54545 NA NA -3.3485454
## 15091 NA NA NA 87.85714 NA NA -3.3066668
## 1542 NA NA NA NA NA NA NA
## 2055 82.18400 NA NA 88.44455 NA NA -5.4604782
## 2273 NA NA NA NA NA NA NA
## 2499 NA NA NA 87.63091 NA NA 9.0670369
## 2566 NA NA NA 88.25898 NA NA 7.4017422
## 51 74.83718 NA NA 80.13518 NA NA -7.6504101
## 365 NA NA NA NA NA NA -7.1210972
## 552 NA NA NA NA NA NA 0.5482774
## 630 NA NA NA NA NA NA 8.4841608
## 1493 NA NA NA NA NA NA -7.1958332
## 1506 NA NA NA NA NA NA -2.6719999
## 1514 NA NA NA NA NA NA NA
## 1925 NA NA NA NA NA NA -5.4034475
## 2349 NA NA NA NA NA NA 3.1058973
## 2413 NA NA NA 76.85000 NA NA 4.9540001
## 2629 NA NA NA 82.15417 NA NA NA
## 48 84.28687 NA NA NA NA NA NA
## 246 NA NA NA NA NA NA -11.1957399
## 1428 NA NA NA 89.27778 NA NA -4.5866665
## 14872 78.30000 NA NA 86.80270 NA NA -4.3045455
## 1503 NA NA NA NA NA NA -2.4082954
## 16981 NA NA NA 87.24146 NA NA -5.0807440
## 1700 NA NA NA NA NA NA -7.3126846
## 2169 61.90000 NA 62.40000 NA NA NA -3.3670777
## 2178 84.36522 NA NA 78.58462 NA NA -4.5779210
## 2626 NA NA NA 85.63605 NA NA 10.1914810
## 3951 NA NA NA 82.53656 NA NA -5.1562613
## 1270 81.06667 NA NA NA NA NA NA
## 1315 81.62043 NA NA 89.50000 NA NA -3.8456076
## 1381 NA NA NA 87.58182 NA NA -7.1242500
## 16531 58.30000 NA NA NA NA NA -6.0884998
## 1661 80.36000 NA NA 85.54810 NA NA -2.6310966
## 2027 83.31667 NA NA 89.53428 NA NA -5.4224570
## 2128 NA NA NA 85.89462 NA NA -5.5502430
## 1220 NA NA NA 86.75102 NA NA NA
## 1369 NA NA NA 71.75555 NA NA NA
## 1392 NA NA NA NA NA NA -5.1016668
## 1751 NA NA NA 89.10000 NA NA -5.8712534
## 1988 NA NA NA NA NA NA -2.9109696
## 2153 NA NA NA 79.76283 NA NA -1.7196584
## 2167 82.92364 NA NA 85.82031 NA NA -5.2870878
## 2437 76.00000 NA NA 79.08152 NA NA 4.5920001
## 2454 79.31470 NA NA 76.06818 NA NA 1.9194366
## 2578 NA NA NA NA NA NA NA
## 1097 73.35972 NA NA 84.62000 NA NA 0.4293128
## 1209 NA NA NA NA NA NA NA
## 1335 72.60000 NA NA 88.20000 NA NA -3.5541975
## 1975 83.15714 NA NA NA NA NA -3.4155763
## 2187 NA NA NA 84.94666 NA NA -5.2468330
## 2259 79.96666 NA NA NA NA NA -3.7417856
## 2341 NA NA NA 84.79091 NA NA 6.5095384
## 2453 NA NA NA 84.70000 NA NA 6.1480470
## 2522 80.50986 NA NA NA NA NA -0.5899061
## 574 71.31518 NA NA 78.60770 NA NA NA
## 590 NA NA NA 84.14214 NA NA 6.8317540
## 983 NA 80.31173 NA NA NA NA -3.8036766
## 1013 77.79737 NA NA 83.79441 NA NA 5.8859789
## 2076 NA NA 39.20000 NA NA NA -3.4570001
## 2158 NA NA NA NA NA NA -8.7330503
## 2177 NA NA NA 88.80000 NA NA NA
## 2324 NA NA NA NA NA NA 5.4110687
## 182 82.65959 NA NA 81.80261 NA NA NA
## 212 82.68449 NA NA 89.63360 NA NA -4.8602021
## 333 79.40380 NA NA 84.32088 NA NA -5.6788252
## 609 79.41834 NA NA 80.70217 NA NA 4.9361398
## 1162 81.00811 NA NA 87.26667 NA NA -2.5763830
## 1286 82.65695 NA NA NA NA NA -3.8599999
## 1426 81.29395 NA NA NA NA NA -1.9739286
## 1611 NA NA NA 88.94237 NA NA -7.4713188
## 1882 NA NA NA 83.31707 NA NA -7.3544272
## 1958 NA 89.42540 NA 89.16184 NA NA -7.6845044
## 2038 NA NA NA NA NA NA -6.8227129
## 2467 NA NA NA 89.90000 NA NA 4.6700001
## 756 76.75000 NA NA 80.08000 NA NA -5.7848149
## 780 NA 74.75724 NA 79.85273 NA NA -3.6689976
## 991 NA NA NA 87.67378 NA NA NA
## 1305 85.46189 NA NA 89.40789 NA NA -4.0978247
## 1373 NA NA NA NA NA NA 0.0887500
## 1459 NA NA NA 84.32927 NA NA -4.2187690
## 1594 46.47500 NA NA NA NA NA 0.5276190
## 1860 NA NA 53.62442 NA NA NA -3.8000000
## 613 NA NA NA 87.08589 NA NA 5.6250285
## 1108 74.22230 NA NA 86.21707 NA NA 0.8917548
## 2279 NA NA NA NA NA NA -3.8576887
## 2310 58.35000 NA NA NA NA NA 6.2427271
## 2333 77.22529 NA NA NA NA NA 5.2361349
## 2348 79.39007 NA NA 81.62903 NA NA NA
## 2372 NA NA NA 87.01772 NA NA NA
## 2526 NA NA NA NA NA NA NA
## 2574 NA NA NA NA NA NA 0.3098758
## 111 76.17540 NA NA 81.20189 NA NA -2.2736122
## 1438 85.37742 NA NA NA NA NA -5.0761365
## 15041 NA NA NA NA NA NA -4.5894735
## 1811 76.80000 NA NA NA NA NA -2.2400000
## 2092 NA NA NA 88.08947 NA NA -5.7008849
## 2131 NA NA 54.30000 NA NA NA -4.5458180
## 2410 85.57778 NA NA 87.35000 NA NA 3.9766668
## 2539 NA 84.30407 NA 84.19192 NA NA 6.0489725
## 1111 76.17540 NA NA 81.20189 NA NA -2.2736122
## 14381 85.37742 NA NA NA NA NA -5.0761365
## 15042 NA NA NA NA NA NA -4.5894735
## 18111 76.80000 NA NA NA NA NA -2.2400000
## 20921 NA NA NA 88.08947 NA NA -5.7008849
## 21311 NA NA 54.30000 NA NA NA -4.5458180
## 24101 85.57778 NA NA 87.35000 NA NA 3.9766668
## 25391 NA 84.30407 NA 84.19192 NA NA 6.0489725
## 529 NA NA NA NA NA NA 7.9031812
## 638 NA NA NA 84.56328 NA NA NA
## 951 NA NA NA NA NA NA -6.7616975
## 1505 82.67419 NA NA NA NA NA -2.8437662
## 1614 NA NA NA NA NA NA -1.9905781
## 1927 83.55384 NA NA 86.25185 NA NA -4.1064482
## 2481 77.82400 NA NA 87.43636 NA NA 6.1784714
## 2590 NA NA NA 86.64798 NA NA 4.4086602
## 467 NA NA NA 86.35191 NA NA -4.8928448
## FC_X_sc FS_X_sc FO_X_sc SI_X_sc SL_X_sc CU_X_sc
## 479 0.06457363 NA NA -9.480494 6.89160571 NA
## 532 -1.13283924 NA NA NA NA -3.6353088
## 1032 NA NA NA 8.850755 NA -1.7015699
## 1042 NA NA NA 10.859166 -1.70880005 NA
## 1047 NA NA NA NA -1.48833338 -3.0518182
## 1964 NA NA NA -10.202071 3.63665811 NA
## 2148 NA NA NA NA NA 4.0392668
## 2154 NA NA NA NA NA NA
## 2192 0.71265300 NA NA -10.825208 6.36250560 NA
## 2241 NA NA NA -9.691182 0.55241945 NA
## 447 NA -7.863948 NA -8.882976 -0.21399903 NA
## 490 1.08567317 NA NA 9.179093 NA NA
## 496 0.77219723 NA NA 9.262683 NA -6.3052506
## 923 NA NA NA -9.056528 3.84448284 NA
## 1038 NA NA NA 7.787206 NA -7.3474531
## 1960 NA NA NA NA NA NA
## 1984 NA -9.503600 NA -8.991100 6.91950560 NA
## 1996 NA NA NA NA NA NA
## 2009 2.90881856 NA NA -9.560720 NA NA
## 2051 NA NA NA -8.337518 4.46210197 NA
## 2085 NA -6.442756 NA -10.166128 2.94212541 1.7600911
## 342 NA NA NA -8.690279 3.16439627 NA
## 362 NA -5.192683 NA NA 1.26505718 NA
## 896 NA NA NA NA 3.13652171 5.6583335
## 1195 NA NA NA -8.489649 4.77502518 NA
## 1389 NA NA NA NA 3.07432703 NA
## 1393 NA NA NA NA NA 6.0690911
## 1463 NA NA NA NA 0.17311476 NA
## 1767 NA NA NA NA 3.39232145 NA
## 2587 NA NA NA 11.758189 -10.07232766 NA
## 2607 NA NA NA NA -3.06668317 NA
## 137 NA NA NA NA -1.54609733 3.6320961
## 258 NA NA NA NA 2.69704877 NA
## 377 NA NA NA -9.261600 -0.44668973 NA
## 1581 NA NA NA NA NA NA
## 1640 NA NA NA NA 4.37815777 6.5138889
## 2382 NA NA NA 9.208489 -0.56297777 0.3035052
## 2503 NA NA NA NA -4.45499992 -9.6336491
## 2622 NA NA NA NA NA -3.7266668
## 69 -1.50413716 NA NA NA 0.87248512 NA
## 136 NA NA NA -8.344835 4.90132716 3.2248118
## 1101 NA NA NA 9.011304 -0.74584866 NA
## 1268 NA NA NA -8.376438 NA NA
## 1279 NA NA NA -10.530144 -0.31234043 NA
## 1308 2.58086959 NA NA NA 5.39199982 NA
## 1324 NA NA NA NA -3.95749998 NA
## 1330 NA NA NA -7.171644 4.27551444 4.6252380
## 2104 NA NA NA NA -5.43183756 NA
## 2314 NA NA NA NA -3.37709685 NA
## 2381 NA NA NA 8.194468 -2.15556172 -3.1865000
## 55 NA NA NA -10.084506 8.28991523 6.0980761
## 1153 NA NA NA -9.658132 7.57563842 6.3400002
## 1439 NA NA NA NA 0.16583333 NA
## 1617 NA NA NA -9.238051 1.11732880 5.7996184
## 1653 NA NA NA NA NA -0.6500000
## 1737 NA NA NA -11.290000 -4.84369955 NA
## 1926 -0.18700000 NA NA -8.349550 NA 2.9205555
## 2300 NA NA NA -11.011316 2.38299999 3.8221668
## 238 NA NA NA -8.966091 7.17466674 5.8956275
## 1077 NA NA NA 5.835871 -7.46906207 -6.5394641
## 1159 2.65933329 NA NA -5.798750 3.11538461 NA
## 1253 NA NA NA NA -2.96833324 NA
## 1387 NA NA NA NA -3.87775499 NA
## 1450 NA NA NA -10.565000 NA NA
## 1915 NA NA NA NA 0.82416669 NA
## 2483 NA NA NA NA -2.49874997 NA
## 612 NA NA NA 7.540190 -1.87284447 -6.5111241
## 1229 NA NA NA NA NA NA
## 1231 -0.63954544 NA NA NA 0.41666667 2.6007693
## 1349 NA NA NA -10.940919 2.29736116 NA
## 1553 NA NA NA -9.292654 3.22028382 NA
## 1660 NA NA NA -10.472370 1.90449238 NA
## 1663 2.14829790 NA NA NA 4.70480292 NA
## 1959 NA NA NA NA NA NA
## 6121 NA NA NA 7.540190 -1.87284447 -6.5111241
## 12291 NA NA NA NA NA NA
## 12311 -0.63954544 NA NA NA 0.41666667 2.6007693
## 13491 NA NA NA -10.940919 2.29736116 NA
## 15531 NA NA NA -9.292654 3.22028382 NA
## 16601 NA NA NA -10.472370 1.90449238 NA
## 16631 2.14829790 NA NA NA 4.70480292 NA
## 19591 NA NA NA NA NA NA
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## 527 NA NA NA 7.287790 -1.18017685 -3.4185755
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## 2047 NA NA NA NA NA NA
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## 1735 NA NA NA -10.272692 1.23111110 6.1133334
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## 1588 NA NA NA NA 3.72000003 5.9299998
## 1606 NA NA NA NA 6.86340296 NA
## 1644 NA NA NA NA NA 2.0400000
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## 1722 NA NA NA -11.103611 5.51333341 NA
## 1745 NA NA NA -11.160139 2.24281088 NA
## 2562 NA NA NA NA -2.39490007 NA
## 366 0.36757033 NA NA NA 2.18271377 0.8727705
## 389 NA NA NA -9.928225 3.85743525 NA
## 424 NA NA NA -10.018788 0.16796630 7.8039673
## 1627 NA NA NA NA NA NA
## 1668 0.84341835 NA NA -7.865000 6.04900004 NA
## 2123 NA NA NA NA NA NA
## 2146 NA NA NA -9.594714 5.63375373 NA
## 21811 NA NA NA NA 0.96696508 NA
## 231 2.15419155 NA NA NA NA 6.4214585
## 592 NA NA NA 10.974662 -2.02765272 NA
## 813 NA NA NA NA 1.07000000 5.6599998
## 1088 0.99301726 NA NA NA NA -5.9970453
## 1449 NA NA NA -9.984138 0.89477401 NA
## 1670 NA NA NA -9.196520 2.22572871 NA
## 1945 NA -6.665439 NA -8.915022 6.81928347 NA
## 2306 NA NA NA NA NA -2.4449999
## 2527 0.48295080 NA NA 9.575562 -6.90954975 NA
## 340 2.70061017 NA NA -8.373565 8.34636409 NA
## 429 1.29082642 NA NA -8.254847 7.00696879 4.8821979
## 807 NA NA NA NA 1.41059623 3.7256250
## 9231 NA NA NA -9.056528 3.84448284 NA
## 1867 NA NA NA NA NA 3.0633332
## 1956 NA NA NA NA 10.34870292 7.3637918
## 2334 NA NA NA 6.955000 -1.76666673 -2.7149999
## 2450 NA NA NA 11.080648 -1.59408164 NA
## 372 NA NA NA NA 3.29049546 NA
## 412 -0.79439278 NA NA NA NA 5.5362404
## 775 2.08999991 NA NA NA 3.55097552 5.8430769
## 1358 NA NA NA NA 5.76000023 6.6199999
## 1448 NA NA NA -7.366423 1.53585499 NA
## 1899 -2.00666666 NA NA -11.068000 8.00842124 9.8599997
## 1939 NA NA NA NA NA -0.1512100
## 2302 NA NA NA 11.491153 -4.40444438 NA
## 347 NA NA NA -11.047113 1.37018498 NA
## 743 NA NA NA -10.499153 -1.53242619 1.4908861
## 1374 NA NA NA NA 0.35400000 NA
## 1376 NA NA NA -3.648000 2.49000001 0.6847058
## 14871 NA NA NA NA 5.22714296 5.5650001
## 1509 NA NA NA -6.065000 -2.02333323 NA
## 1874 NA NA NA NA NA NA
## 2270 NA NA NA NA 3.14285714 NA
## 711 NA NA NA -10.254800 2.26083462 NA
## 10421 NA NA NA 10.859166 -1.70880005 NA
## 1161 -0.35893938 NA NA NA NA NA
## 1235 NA NA NA NA 0.11895018 2.2876068
## 1300 NA NA NA NA NA NA
## 1320 NA NA NA NA 0.66329893 NA
## 2238 -0.40837571 NA NA -9.509354 4.85178824 NA
## 2569 -0.88959483 NA NA 8.958092 -8.72442598 NA
## 395 NA NA NA NA NA NA
## 1429 NA NA NA -11.430804 5.45492775 NA
## 1440 NA NA NA -9.480000 3.43249989 NA
## 1443 NA NA NA 8.170000 NA 1.0860417
## 1474 NA -7.284796 NA NA 5.21879476 NA
## 1501 NA NA NA NA 1.16525002 NA
## 1502 NA -5.980769 NA -10.392222 6.02637988 NA
## 1504 NA NA NA NA 7.44121205 NA
## 1516 1.92999995 NA NA NA NA 0.8592157
## 1922 NA NA NA NA 2.41774184 NA
## 222 NA NA NA NA 2.95963834 4.8670002
## 4791 0.06457363 NA NA -9.480494 6.89160571 NA
## 1254 NA NA NA -9.513536 1.48400007 6.5087497
## 1343 NA NA NA NA -2.40499997 2.7300000
## 1671 NA -9.258479 NA -9.820563 0.36405064 NA
## 1705 NA -6.793030 NA -8.546666 0.75333333 3.9372729
## 1719 NA NA NA -10.133606 -0.19311321 NA
## 1830 NA NA NA NA 0.97653844 NA
## 1172 NA NA NA NA 3.89254910 6.5072729
## 11951 NA NA NA -8.489649 4.77502518 NA
## 1311 NA NA NA -6.910857 7.79297056 7.0321127
## 1313 NA NA NA -7.473191 2.45231414 NA
## 1353 3.21785709 NA NA -10.755000 NA NA
## 1360 NA NA NA -10.427647 NA 6.3018750
## 1895 NA NA NA NA 0.31525862 NA
## 1983 NA NA NA NA NA NA
## 2248 NA NA NA NA 6.69422132 NA
## 2357 NA NA NA NA -0.30420000 -2.8699999
## 226 NA NA NA NA 0.51676562 NA
## 480 1.75299132 NA NA NA 4.90271255 NA
## 845 NA NA NA -9.902070 -0.34629229 3.0242409
## 1552 NA NA NA -10.623334 0.33155556 NA
## 1609 NA NA NA -10.797602 0.55928572 5.5847126
## 1703 NA NA NA NA NA -5.5949998
## 1728 NA -6.826688 NA -10.312500 -0.23028573 NA
## 2145 NA NA NA NA 2.12831766 NA
## 249 NA NA NA NA 3.77250236 2.4071602
## 251 NA NA NA -9.513785 0.92398812 6.1288825
## 506 2.68860021 NA NA NA NA 2.3436378
## 556 NA NA NA 8.933243 -1.46005642 NA
## 1208 NA NA NA -11.507195 6.79502567 NA
## 1283 NA NA NA NA 3.16335885 NA
## 1284 NA -7.660000 NA NA 2.27208328 5.5348950
## 2345 NA NA NA 10.264901 -2.93987423 NA
## 2565 NA NA NA 8.730120 -0.08813161 NA
## 317 1.69748967 NA NA -10.178449 9.64485467 NA
## 335 NA NA NA NA 4.41154642 NA
## 663 NA NA NA 10.723154 NA -7.3888480
## 1333 2.48000002 NA NA -10.252925 4.53266297 NA
## 1475 NA NA NA NA 0.88882351 NA
## 19961 NA NA NA NA NA NA
## 2113 NA NA NA NA 2.42597749 2.2201116
## 2368 NA NA NA 10.640396 -7.47779397 NA
## 22 -0.08012361 NA NA NA 6.59780019 NA
## 63 NA NA NA NA NA NA
## 168 NA NA NA -7.031087 3.91434462 NA
## 174 0.62331435 NA NA NA NA 4.4266854
## 673 -2.01806819 NA NA NA -1.41685399 -1.5394887
## 1177 NA NA NA -9.808941 1.92242432 NA
## 1180 NA NA NA NA NA NA
## 1260 NA NA NA NA 4.12079987 NA
## 1744 NA NA NA -11.140274 1.09917524 NA
## 1759 NA NA NA -9.910000 3.66631772 8.2296002
## 2222 NA NA NA -10.114152 0.61492041 NA
## 2362 NA NA NA 6.332105 NA -2.1445284
## 2530 NA NA NA NA -9.99026329 -6.1900001
## 2600 NA NA NA 10.526028 -0.44406897 NA
## 2641 NA NA NA NA -0.26992699 NA
## 7581 1.38882595 -3.317143 NA NA 8.38289591 6.3095835
## 1178 NA NA NA -10.937932 8.25200407 NA
## 1287 -0.59142855 NA NA NA 4.98546672 1.7157778
## 1445 NA NA NA NA -2.74062490 NA
## 19561 NA NA NA NA 10.34870292 7.3637918
## 2229 NA NA NA NA 1.41129628 NA
## 2246 NA NA NA -11.046364 1.25895259 NA
## 2312 -1.33187497 NA NA 7.664681 NA NA
## 2412 NA NA NA NA -0.61732397 NA
## 173 NA NA NA NA 1.65302414 2.9762119
## 315 NA NA NA NA 2.24191726 NA
## 376 NA NA NA NA NA NA
## 1630 NA NA NA NA NA NA
## 1646 NA NA NA -9.564084 5.93854184 NA
## 1683 NA -5.839158 NA -7.194193 0.93140626 NA
## 1891 NA NA NA -10.019173 1.60704543 NA
## 1930 -1.25860574 NA NA -8.103614 3.70576647 NA
## 2007 NA NA NA -9.099295 3.38961557 NA
## 2252 NA NA NA -9.542527 4.99377384 NA
## 2471 NA NA NA NA -6.13637928 NA
## 2511 NA NA NA NA -2.25021281 -8.6820831
## 152 NA NA NA -8.529147 4.58190010 NA
## 307 NA NA NA -7.137319 8.30210428 NA
## 414 -1.30430313 NA NA -9.848575 2.27236254 NA
## 1185 1.82333332 NA NA NA NA NA
## 1331 -2.29549297 NA NA -9.832338 NA 7.1811853
## 1351 NA NA NA NA 0.61000001 2.8450000
## 1565 NA NA NA NA 3.01999998 8.0589996
## 1718 NA NA NA NA NA NA
## 1808 NA NA NA NA NA 2.2900000
## 2013 NA NA NA -7.855930 2.83423661 8.7848705
## 2031 NA NA NA NA NA NA
## 2090 NA NA NA -12.287734 -3.37810292 NA
## 598 1.62618824 NA NA NA NA -5.1232549
## 1155 NA NA NA -10.214167 3.54532623 NA
## 13581 NA NA NA NA 5.76000023 6.6199999
## 1533 2.41307133 NA NA NA 2.65116279 NA
## 2025 2.02412094 NA NA -7.626023 3.39496761 6.4960699
## 2035 NA NA NA NA -0.44650854 NA
## 2307 NA NA NA 11.650530 -0.82770334 NA
## 2498 -1.51015149 NA NA NA NA -2.9931250
## 5321 -1.13283924 NA NA NA NA -3.6353088
## 975 NA NA NA NA 5.90894944 4.6765483
## 1040 NA NA NA 7.140135 NA -4.4775001
## 1214 0.54655736 NA NA NA 9.36384622 NA
## 1612 NA NA NA NA NA NA
## 2006 NA NA NA NA NA NA
## 2338 -0.58493332 NA NA 8.699375 -0.28000001 NA
## 2504 NA NA NA 9.677955 NA -9.8933027
## 2536 NA NA NA NA -6.84235292 -6.9299998
## 279 NA NA NA NA 5.62802753 NA
## 351 1.86851183 -8.168405 NA NA NA NA
## 1336 NA NA NA NA 2.31519230 NA
## 13492 NA NA NA -10.940919 2.29736116 NA
## 1356 NA -6.317047 NA NA 0.94754629 NA
## 1417 NA NA NA -6.893871 1.29274510 NA
## 15091 NA NA NA -6.065000 -2.02333323 NA
## 1542 4.48024725 NA NA -2.797040 2.26526718 NA
## 2055 NA NA NA -9.579909 2.44644664 3.6974721
## 2273 NA NA NA -9.886880 6.16449992 NA
## 2499 NA NA NA 11.465693 -4.46821908 NA
## 2566 2.47164011 NA NA 10.435500 0.14090889 NA
## 51 0.18223184 NA NA -10.085077 NA 2.8133855
## 365 NA -3.619733 NA -10.005456 0.01158037 NA
## 552 NA 4.214800 NA NA -3.62510772 NA
## 630 -0.38590261 NA NA 10.871775 -4.62109985 NA
## 1493 NA NA NA NA 6.03199997 NA
## 1506 1.32467209 NA NA NA 3.26200643 NA
## 1514 -3.00999999 NA NA NA -2.86333338 NA
## 1925 NA -5.227175 NA -11.093333 3.53166654 NA
## 2349 NA NA NA 6.780000 -6.10095451 NA
## 2413 NA NA NA 6.856154 NA NA
## 2629 NA NA NA 10.428478 -6.31152456 NA
## 48 NA NA NA -6.946701 NA 5.6435369
## 246 NA NA NA -11.430423 5.73947656 NA
## 1428 NA NA NA NA NA NA
## 14872 NA NA NA NA 5.22714296 5.5650001
## 1503 NA NA NA -7.865748 0.22847059 NA
## 16981 NA NA NA NA 0.87833336 NA
## 1700 NA NA NA -8.248775 2.90073169 NA
## 2169 NA NA NA NA NA 1.3628600
## 2178 NA NA NA NA 0.86938832 4.0984782
## 2626 NA NA NA NA -0.94429094 NA
## 3951 NA NA NA NA NA NA
## 1270 0.09352941 NA NA NA 1.93999999 5.6916669
## 1315 NA NA NA NA NA -0.3788172
## 1381 NA NA NA NA 4.08388901 NA
## 16531 NA NA NA NA NA -0.6500000
## 1661 NA NA NA -9.989242 3.17254555 6.0919998
## 2027 NA NA NA NA 2.61690260 2.9208333
## 2128 NA NA NA NA 6.76144941 NA
## 1220 NA NA NA -10.867605 -1.53199997 NA
## 1369 NA NA NA NA -3.47555563 NA
## 1392 NA NA NA -9.025949 -1.15135514 NA
## 1751 NA NA NA NA 1.11821196 NA
## 1988 NA NA NA -7.973563 8.07968429 NA
## 2153 NA NA NA NA 3.77438489 NA
## 2167 NA NA NA NA NA 1.3793018
## 2437 NA NA NA NA -0.88944446 -1.5057143
## 2454 NA NA NA 5.895833 -3.23000002 -3.3897059
## 2578 -0.17930360 NA NA 7.647202 NA NA
## 1097 NA 5.691840 NA 5.389125 -2.49110345 -1.9582085
## 1209 NA NA NA -7.878182 12.36583328 NA
## 1335 NA NA NA NA 5.11779322 4.8099999
## 1975 NA NA NA NA -0.91700269 0.1561836
## 2187 0.04228033 NA NA NA 6.46345811 NA
## 2259 NA NA NA NA 3.72203714 4.5864000
## 2341 NA NA NA NA -2.91256755 NA
## 2453 NA NA NA 9.011983 0.67034843 NA
## 2522 NA NA NA NA -5.08728404 -4.6305632
## 574 -0.13930778 NA NA 9.065766 NA -7.8479489
## 590 NA NA NA NA -2.10829259 NA
## 983 NA -4.409095 NA -7.643125 0.09367520 NA
## 1013 -0.63792621 NA NA 8.931852 NA -4.7433062
## 2076 NA NA NA NA NA NA
## 2158 NA NA NA -11.881850 0.12076929 NA
## 2177 NA NA NA -11.157609 0.15938835 NA
## 2324 NA NA NA -9.770000 0.16671511 NA
## 182 1.83493752 NA NA -5.814555 4.57314969 3.1584851
## 212 -0.61352085 NA NA -8.681308 NA 3.5967703
## 333 NA NA NA -10.038546 2.82076603 4.0392567
## 609 NA NA NA NA NA -3.8253008
## 1162 2.19308406 NA NA -8.523860 NA 6.8816217
## 1286 NA NA NA -9.046632 1.00561287 3.8815230
## 1426 NA NA NA -5.655500 NA 5.0909999
## 1611 NA NA NA -10.394395 1.84196431 NA
## 1882 NA NA NA NA 7.97885572 NA
## 1958 NA NA NA -10.343422 2.82480455 NA
## 2038 NA -5.585876 NA NA 0.83022756 NA
## 2467 NA NA NA 10.353023 1.07259843 NA
## 756 NA NA NA NA 3.13222228 5.8249998
## 780 NA NA NA NA 2.99283462 NA
## 991 NA NA NA -7.856512 1.44407379 NA
## 1305 NA NA NA NA 1.43333340 0.8537568
## 1373 NA NA NA NA NA NA
## 1459 0.88360001 NA NA NA 1.58922082 NA
## 1594 NA NA NA NA NA 5.7674999
## 1860 NA NA NA NA NA NA
## 613 NA NA NA 9.350246 -3.42812990 NA
## 1108 NA NA NA 6.097165 -3.50239997 -5.0040419
## 2279 NA NA NA NA 1.94617996 NA
## 2310 NA NA NA NA NA -3.8025000
## 2333 NA NA NA 8.105000 NA -1.1209195
## 2348 NA NA NA 9.758869 NA -7.7723406
## 2372 NA NA NA 9.608276 -5.41280630 NA
## 2526 NA NA NA 10.192667 -0.41714287 NA
## 2574 -2.09900578 NA NA 7.318433 -4.76671560 NA
## 111 NA NA NA -6.400908 3.57979454 4.0611536
## 1438 NA NA NA -9.045846 0.86326529 4.8060485
## 15041 NA NA NA NA 7.44121205 NA
## 1811 NA NA NA 7.670000 NA -2.9749999
## 2092 -2.51683719 NA NA -9.426447 7.13238089 NA
## 2131 NA NA NA NA NA NA
## 2410 NA NA NA NA NA -1.1122222
## 2539 NA NA NA NA NA NA
## 1111 NA NA NA -6.400908 3.57979454 4.0611536
## 14381 NA NA NA -9.045846 0.86326529 4.8060485
## 15042 NA NA NA NA 7.44121205 NA
## 18111 NA NA NA 7.670000 NA -2.9749999
## 20921 -2.51683719 NA NA -9.426447 7.13238089 NA
## 21311 NA NA NA NA NA NA
## 24101 NA NA NA NA NA -1.1122222
## 25391 NA NA NA NA NA NA
## 529 NA NA NA NA NA NA
## 638 NA NA NA 10.324194 -1.09987793 NA
## 951 1.27618885 -9.128482 NA NA 3.95001798 NA
## 1505 NA NA NA NA NA 1.6670968
## 1614 2.52058830 NA NA NA 2.86771436 NA
## 1927 0.07592487 NA NA -8.086528 NA 4.9184614
## 2481 NA NA NA NA -8.92342696 -7.0428003
## 2590 -2.37090783 NA NA NA NA NA
## 467 NA NA NA NA 2.95735703 NA
## KC_X_sc EP_X_sc CH_X_sc SC_X_sc KN_X_sc FA_Z_sc FC_Z_sc
## 479 NA NA -9.150629 NA NA 8.781028 4.0358341
## 532 NA NA 5.573913 NA NA 11.469296 3.4124392
## 1032 NA NA 7.814753 NA NA NA NA
## 1042 NA NA 10.388182 NA NA 7.051765 NA
## 1047 NA NA 5.028500 NA NA 10.452683 NA
## 1964 NA NA -7.663469 NA NA 9.615192 NA
## 2148 NA -1.6521182 NA NA NA 5.970944 NA
## 2154 NA -5.3647701 NA NA NA 12.666875 NA
## 2192 NA NA -9.285506 NA NA NA 4.5687052
## 2241 NA NA -11.517757 NA NA 6.684765 NA
## 447 NA NA NA NA NA 8.551237 NA
## 490 -4.0361935 NA 9.084586 NA NA 7.535780 4.8773340
## 496 NA NA 8.714021 NA NA 9.144804 5.9214128
## 923 2.4729249 NA -7.102950 NA NA 10.194482 NA
## 1038 NA NA 7.675648 NA NA 5.873796 NA
## 1960 NA -0.3487900 NA NA NA NA NA
## 1984 NA NA NA NA NA 7.826854 NA
## 1996 NA -2.4686636 NA NA NA 5.087817 NA
## 2009 NA NA -8.620500 NA NA 8.981625 3.5148556
## 2051 NA NA NA NA NA 1.469851 NA
## 2085 NA NA NA NA NA 9.255415 NA
## 342 NA NA -7.828151 NA NA 7.961339 NA
## 362 NA NA NA NA NA 10.072837 NA
## 896 NA NA -6.514000 NA NA 11.718556 NA
## 1195 NA NA -8.617619 NA NA 8.271770 NA
## 1389 NA NA NA NA NA 9.689910 NA
## 1393 NA NA NA NA NA 10.205238 NA
## 1463 NA NA -5.322411 NA NA 11.535000 NA
## 1767 NA NA -6.127500 NA NA 12.106486 NA
## 2587 NA NA NA NA NA NA NA
## 2607 NA NA 8.138400 NA NA 8.470144 NA
## 137 NA NA -10.725090 NA NA 10.962865 NA
## 258 3.0282029 NA -8.677791 NA NA 10.541919 NA
## 377 NA NA -7.379315 NA NA 7.654872 NA
## 1581 NA -2.2972000 NA NA NA 8.129630 NA
## 1640 NA NA NA NA NA 10.676909 NA
## 2382 NA NA NA NA NA 9.141176 NA
## 2503 NA NA NA NA NA 12.334218 NA
## 2622 NA NA 5.513475 NA NA 10.101539 NA
## 69 NA NA NA NA NA 9.514315 6.8404435
## 136 NA NA -9.861467 NA NA 8.949117 NA
## 1101 NA NA 7.747807 NA NA 8.142084 NA
## 1268 2.9535663 NA -7.379844 NA NA 9.619490 NA
## 1279 NA NA -10.511776 NA NA 8.914451 NA
## 1308 3.6978410 NA NA NA NA 10.012330 6.4365214
## 1324 NA NA NA NA NA NA NA
## 1330 NA NA -6.433894 NA NA 10.292402 NA
## 2104 NA NA -8.057550 NA NA NA NA
## 2314 NA NA NA NA NA 10.990238 NA
## 2381 NA NA NA NA NA 9.309794 NA
## 55 NA NA -9.378483 NA NA 8.109108 NA
## 1153 NA NA -9.528571 NA NA 2.774351 NA
## 1439 NA NA NA NA NA 10.298393 NA
## 1617 NA NA -8.927222 NA NA 10.157756 NA
## 1653 NA NA NA NA NA 10.768500 NA
## 1737 NA NA -10.871027 NA NA 7.701418 NA
## 1926 NA NA -9.575774 NA NA 10.117421 6.3930001
## 2300 NA NA NA NA NA 8.948367 NA
## 238 NA NA -8.929589 NA NA 8.677804 NA
## 1077 NA NA 6.871892 NA NA 7.375402 NA
## 1159 NA NA NA NA NA 8.858889 2.5779999
## 1253 NA NA NA NA NA NA NA
## 1387 NA NA -10.101351 NA NA 8.757955 NA
## 1450 NA NA -10.905556 NA NA 8.831200 NA
## 1915 NA NA -4.440000 NA NA 9.759138 NA
## 2483 NA NA NA NA NA 7.081250 NA
## 612 NA NA 7.474927 NA NA 9.677351 NA
## 1229 NA NA NA NA NA 6.107941 NA
## 1231 NA NA -9.477500 NA NA 10.609375 6.2227270
## 1349 NA NA -10.454524 NA NA 3.102500 NA
## 1553 NA NA -8.006667 NA NA 9.656613 NA
## 1660 NA NA -4.810000 NA NA 8.474054 NA
## 1663 NA NA -8.025144 NA NA 10.575315 2.3821276
## 1959 NA -3.8553832 NA NA NA 10.262350 NA
## 6121 NA NA 7.474927 NA NA 9.677351 NA
## 12291 NA NA NA NA NA 6.107941 NA
## 12311 NA NA -9.477500 NA NA 10.609375 6.2227270
## 13491 NA NA -10.454524 NA NA 3.102500 NA
## 15531 NA NA -8.006667 NA NA 9.656613 NA
## 16601 NA NA -4.810000 NA NA 8.474054 NA
## 16631 NA NA -8.025144 NA NA 10.575315 2.3821276
## 19591 NA -3.8553832 NA NA NA 10.262350 NA
## 476 NA NA -10.425760 NA NA 6.954498 3.6737079
## 527 NA NA NA NA NA 8.909371 NA
## 576 NA NA 4.434944 NA NA 10.035540 3.0002995
## 2047 NA NA NA NA NA 6.929171 NA
## 2118 NA NA -10.244358 NA NA 7.614488 NA
## 2133 NA NA -10.168970 NA NA 8.731528 3.2816411
## 2134 NA NA NA NA NA 10.081546 NA
## 2139 NA NA -1.196720 NA NA 11.630964 NA
## 2181 NA NA NA NA NA 9.791100 NA
## 2190 NA NA -6.381270 NA NA 9.312946 3.0662857
## 2205 NA NA NA NA NA 7.820100 5.8752180
## 2206 NA NA -9.305366 NA NA 7.152196 NA
## 758 NA NA NA NA NA 9.134916 2.5801214
## 820 NA NA -8.523018 NA NA NA 7.4447759
## 1535 NA NA NA NA NA 11.057966 NA
## 1546 NA NA NA NA NA 11.003153 NA
## 1555 NA NA -9.433208 NA NA 8.928844 4.2428029
## 1618 NA NA NA NA NA 6.901250 5.0770000
## 1684 5.2528168 NA NA NA NA 10.262224 NA
## 1740 NA NA -5.201667 NA NA 8.554000 NA
## 1746 NA NA -8.858000 NA NA 9.963750 NA
## 2515 NA NA NA NA NA NA NA
## 2577 NA NA 9.537970 NA NA 10.224125 NA
## 537 NA NA 6.104957 NA NA 7.302373 NA
## 960 1.5894142 NA -4.197263 NA NA 11.048651 NA
## 1068 NA NA 8.590532 NA NA 7.731818 5.8656605
## 12531 NA NA NA NA NA NA NA
## 1301 NA NA -8.495000 NA NA 6.680000 4.5436553
## 1487 NA NA -5.421622 NA NA 10.030363 NA
## 1508 NA NA NA NA NA 13.125366 6.6003127
## 1735 NA NA -10.294167 NA NA 7.935312 NA
## 2294 NA NA NA NA NA 9.649857 NA
## 805 NA NA -8.980527 NA NA 8.695652 NA
## 1563 4.2176001 NA -5.102283 NA NA 10.138657 2.3021054
## 1576 NA NA NA NA NA 9.960833 NA
## 1578 NA NA NA NA NA 8.158261 NA
## 1588 NA NA NA NA NA NA NA
## 1606 9.2150002 NA -9.907954 NA NA 10.229006 NA
## 1644 NA NA NA NA NA 10.504627 NA
## 1650 NA NA NA NA NA 9.888209 4.9944445
## 1655 NA NA NA NA NA 6.080000 NA
## 1679 NA NA -10.011290 NA NA 9.640234 NA
## 1698 NA NA -8.524878 NA NA 10.169008 NA
## 1712 NA -1.0011765 NA NA NA 9.841667 NA
## 1722 NA NA -9.641428 NA NA 5.430952 NA
## 1745 NA NA -11.462857 NA NA 2.781667 NA
## 2562 NA NA 5.024736 NA NA 9.194981 NA
## 366 NA NA -7.976223 NA NA 9.306317 7.5151920
## 389 NA NA -10.174278 NA NA 9.373143 NA
## 424 NA NA NA NA NA NA NA
## 1627 NA 1.0133333 NA NA NA 8.938889 NA
## 1668 3.7155556 NA -7.150000 NA NA 10.384810 8.4988266
## 2123 NA NA NA NA NA 9.817150 NA
## 2146 NA NA -6.430055 NA NA 9.462277 NA
## 21811 NA NA NA NA NA 9.791100 NA
## 231 NA NA -7.545797 NA NA 9.836710 3.6850273
## 592 NA NA 10.592851 NA NA 6.864302 NA
## 813 NA NA -2.212857 NA NA 7.533158 NA
## 1088 NA NA 9.442974 NA NA 11.041593 4.6074997
## 1449 NA NA -10.901726 NA NA 9.638176 NA
## 1670 NA NA -7.123121 NA NA 9.590918 NA
## 1945 NA NA NA NA NA 7.525767 NA
## 2306 NA NA 8.040000 NA NA 6.921539 NA
## 2527 NA NA 9.472541 NA NA NA 2.0386885
## 340 NA NA NA NA NA 8.388322 2.7303122
## 429 NA NA -7.731199 NA NA 9.284637 4.8610721
## 807 NA NA -7.894026 NA NA 9.787960 NA
## 9231 2.4729249 NA -7.102950 NA NA 10.194482 NA
## 1867 NA NA -8.867333 NA NA 7.893637 NA
## 1956 NA NA -8.513850 NA NA 11.057972 NA
## 2334 NA NA NA NA NA 10.148572 NA
## 2450 NA NA 7.550890 NA NA 6.618939 NA
## 372 7.3740542 NA NA NA NA 7.729065 NA
## 412 NA NA -8.647297 NA NA 10.537400 6.8793853
## 775 NA NA -3.998182 NA NA 7.210526 3.8399999
## 1358 NA NA -7.580000 NA NA 10.364000 NA
## 1448 NA NA -10.564308 NA NA 9.240000 NA
## 1899 NA NA -10.853334 NA NA 9.580000 5.4633331
## 1939 NA 1.2083333 NA NA NA 8.815812 NA
## 2302 NA NA NA NA NA 9.012500 NA
## 347 NA NA NA NA NA 6.197979 NA
## 743 NA NA -9.822679 NA NA 8.118518 NA
## 1374 NA NA NA NA NA 9.195556 NA
## 1376 NA NA -6.310000 NA NA 10.772537 NA
## 14871 NA NA -5.421622 NA NA 10.030363 NA
## 1509 NA NA -7.108571 NA NA 10.773846 NA
## 1874 NA -4.8078947 NA NA NA 7.722857 NA
## 2270 NA NA -8.560537 NA NA 11.148554 NA
## 711 5.3080860 NA -9.611663 NA NA 10.491136 NA
## 10421 NA NA 10.388182 NA NA 7.051765 NA
## 1161 1.3964463 NA NA NA NA 7.788667 6.4688336
## 1235 NA NA NA NA NA 10.452819 NA
## 1300 NA NA NA NA NA 7.478000 NA
## 1320 NA NA -8.761236 NA NA 9.178035 NA
## 2238 NA NA -8.520117 NA NA NA 3.8827572
## 2569 NA NA 8.854250 NA NA 6.572738 0.6721078
## 395 NA NA -9.458655 NA NA 11.761582 NA
## 1429 NA NA -9.326818 NA NA 1.833636 NA
## 1440 NA NA NA NA NA 8.610000 NA
## 1443 NA NA -9.088786 NA NA 11.512923 NA
## 1474 NA NA NA NA NA 8.412486 NA
## 1501 NA NA -9.525484 NA NA 6.719407 NA
## 1502 NA NA NA NA NA 6.620476 NA
## 1504 NA NA NA NA NA 9.470000 NA
## 1516 NA NA NA NA NA 9.552953 7.7800002
## 1922 NA NA NA NA NA 10.068082 NA
## 222 NA NA -6.895219 NA NA 9.974101 NA
## 4791 NA NA -9.150629 NA NA 8.781028 4.0358341
## 1254 NA NA -8.450000 NA NA 10.016714 NA
## 1343 NA NA NA NA NA NA NA
## 1671 NA NA NA NA NA NA NA
## 1705 NA NA NA NA NA 10.225403 NA
## 1719 NA NA NA NA NA 9.220909 NA
## 1830 NA NA -6.951333 NA NA 10.364489 NA
## 1172 NA NA NA NA NA 9.240889 NA
## 11951 NA NA -8.617619 NA NA 8.271770 NA
## 1311 NA NA NA NA NA 5.831551 NA
## 1313 NA NA -6.006984 NA NA 10.012436 NA
## 1353 NA NA -10.465063 NA NA 8.660450 1.5707143
## 1360 NA NA -8.812500 NA NA 5.970000 NA
## 1895 NA NA -6.580555 NA NA 10.544729 NA
## 1983 NA 4.5759761 NA NA NA 8.346530 NA
## 2248 NA NA -8.782600 NA NA 8.203936 NA
## 2357 NA NA 10.690588 NA NA 8.461687 NA
## 226 NA NA -6.864377 NA NA 9.961509 NA
## 480 NA NA -8.647807 NA NA 9.417595 3.6467022
## 845 NA NA -9.262397 NA NA 9.164028 NA
## 1552 NA NA -6.970000 NA NA 8.224923 NA
## 1609 NA NA -11.189868 NA NA 7.808850 NA
## 1703 NA NA NA NA 1.072857 7.182500 NA
## 1728 NA NA NA NA NA 9.166889 NA
## 2145 NA NA -9.460600 NA NA 7.909833 NA
## 249 NA NA -9.117382 NA NA 9.104924 NA
## 251 NA NA NA NA NA 9.303070 NA
## 506 NA NA NA NA NA 10.782009 6.7975573
## 556 NA NA 7.819861 NA NA 8.394681 NA
## 1208 NA NA -12.333393 NA NA 6.600000 NA
## 1283 NA NA NA NA NA 8.856125 NA
## 1284 NA NA NA NA NA 8.996280 NA
## 2345 NA NA 11.418252 NA NA 3.170241 NA
## 2565 NA NA NA NA NA 9.277572 NA
## 317 NA NA -9.346519 NA NA 7.434984 3.1384168
## 335 NA NA NA NA NA 10.359538 NA
## 663 NA NA 8.918895 NA NA 5.729233 NA
## 1333 NA NA -8.050000 NA NA 10.461072 8.2399998
## 1475 NA NA -6.537273 NA NA 9.073600 NA
## 19961 NA -2.4686636 NA NA NA 5.087817 NA
## 2113 NA NA NA NA NA 10.922874 NA
## 2368 NA NA 9.919565 NA NA NA NA
## 22 2.8793676 NA NA NA NA NA 10.8210984
## 63 6.2333943 NA NA NA NA 9.766305 NA
## 168 NA NA -8.729221 NA NA 10.953235 NA
## 174 NA NA NA NA NA 11.132362 5.7395800
## 673 NA NA 5.579328 NA NA 10.826123 2.5590749
## 1177 NA NA -9.890781 NA NA 8.708614 NA
## 1180 4.9722692 NA NA NA NA 8.272616 NA
## 1260 NA NA -8.743381 NA NA 9.286531 NA
## 1744 NA NA NA NA NA 11.006078 NA
## 1759 NA NA -8.741163 NA NA 10.780367 NA
## 2222 NA NA NA NA NA NA NA
## 2362 NA NA 3.505753 NA NA 10.506053 NA
## 2530 NA NA NA NA NA 7.571970 NA
## 2600 NA NA 10.369900 NA NA 8.490296 NA
## 2641 NA NA 7.317607 NA NA 9.641259 NA
## 7581 NA NA NA NA NA 9.134916 2.5801214
## 1178 NA NA -10.340000 NA NA 5.757429 NA
## 1287 NA NA -7.721159 NA NA 11.870640 6.0399998
## 1445 NA NA -6.680000 NA NA NA NA
## 19561 NA NA -8.513850 NA NA 11.057972 NA
## 2229 NA NA -8.790494 NA NA 8.307517 NA
## 2246 NA NA -9.840083 NA NA 7.117467 NA
## 2312 -3.8469230 NA 6.138044 NA NA 9.422778 1.7981250
## 2412 NA NA 8.013760 NA NA 10.030962 NA
## 173 NA NA -7.955656 NA NA 10.333460 NA
## 315 NA NA -9.017524 NA NA 10.373495 NA
## 376 3.0407815 NA NA NA NA 10.822970 NA
## 1630 NA -0.2462500 NA NA NA 9.265000 NA
## 1646 NA NA -8.817500 NA NA 7.758056 NA
## 1683 NA NA NA NA NA NA NA
## 1891 NA NA -11.140000 NA NA 10.083333 NA
## 1930 NA NA -9.983322 NA NA NA 4.4530287
## 2007 NA NA NA NA NA 2.759730 NA
## 2252 NA NA -6.587025 NA NA NA NA
## 2471 NA NA 8.154872 NA NA 7.675844 NA
## 2511 NA NA NA NA NA 7.620360 NA
## 152 NA NA NA NA NA 7.184037 NA
## 307 NA NA NA NA NA 4.044169 NA
## 414 NA NA NA NA NA 7.707821 6.6045837
## 1185 4.7362965 NA -8.601974 NA NA 10.178922 1.5522223
## 1331 NA NA -9.582055 NA NA 8.667181 5.8290609
## 1351 NA NA -8.430000 NA NA 9.517778 NA
## 1565 NA 0.7800000 NA NA NA 9.275556 NA
## 1718 NA NA -6.340000 NA NA 9.025758 NA
## 1808 NA -4.0291665 NA NA NA 9.633750 NA
## 2013 NA NA -7.810725 NA NA 8.985479 NA
## 2031 NA -2.5055863 NA NA NA 6.030014 NA
## 2090 NA NA -11.377294 NA NA 8.014200 NA
## 598 NA NA 9.276252 NA NA 7.760864 4.3997871
## 1155 NA NA NA NA NA 4.631765 NA
## 13581 NA NA -7.580000 NA NA 10.364000 NA
## 1533 NA NA -7.166216 NA NA 9.809182 3.4060000
## 2025 NA NA -7.657923 NA NA 10.603353 4.0165670
## 2035 NA NA -6.251097 NA NA 10.124257 NA
## 2307 NA NA 12.341528 NA NA 5.792248 NA
## 2498 NA NA 7.894483 NA NA 10.626226 3.0353031
## 5321 NA NA 5.573913 NA NA 11.469296 3.4124392
## 975 NA NA -10.260307 NA NA 9.371486 NA
## 1040 NA NA 7.089789 NA NA 9.288194 NA
## 1214 NA NA NA NA NA 10.699653 4.0788525
## 1612 NA NA NA NA NA 8.964286 NA
## 2006 NA NA NA NA NA 9.502577 NA
## 2338 NA NA 7.065227 NA NA 6.422500 3.4492000
## 2504 NA NA NA NA NA NA NA
## 2536 NA NA 8.505714 NA NA 8.628333 NA
## 279 NA NA -9.797321 NA NA 10.700194 NA
## 351 NA NA NA NA NA 10.385096 3.2450436
## 1336 NA NA -7.123334 NA NA 10.291555 NA
## 13492 NA NA -10.454524 NA NA 3.102500 NA
## 1356 NA NA NA NA NA 9.752629 NA
## 1417 NA NA -8.863636 NA NA 10.555091 NA
## 15091 NA NA -7.108571 NA NA 10.773846 NA
## 1542 NA NA NA NA NA NA 9.7967233
## 2055 NA NA -8.320970 NA NA 9.227928 NA
## 2273 NA NA NA NA NA NA NA
## 2499 NA NA 11.331091 NA NA 7.512500 NA
## 2566 NA NA 8.384205 NA NA 8.509505 5.3615999
## 51 NA NA -7.981430 NA NA 9.508821 3.5772436
## 365 NA NA NA NA NA 8.126765 NA
## 552 NA NA NA NA NA 8.780921 NA
## 630 NA NA NA NA NA 9.267497 4.8208863
## 1493 NA NA NA NA NA 8.900833 NA
## 1506 NA NA NA NA NA 8.241000 6.4955194
## 1514 NA NA NA NA NA NA 8.6899996
## 1925 NA NA NA NA NA 9.292078 NA
## 2349 NA NA NA NA NA 8.808425 NA
## 2413 NA NA 9.180000 NA NA 9.058000 NA
## 2629 NA NA 8.380884 NA NA NA NA
## 48 NA NA NA NA NA NA NA
## 246 NA NA NA NA NA 1.758461 NA
## 1428 NA NA -3.850000 NA NA 8.273838 NA
## 14872 NA NA -5.421622 NA NA 10.030363 NA
## 1503 NA NA NA NA NA 7.973978 NA
## 16981 NA NA -8.524878 NA NA 10.169008 NA
## 1700 NA NA NA NA NA 1.740986 NA
## 2169 NA -0.3873400 NA NA NA 7.750711 NA
## 2178 NA NA -9.621379 NA NA 10.490291 NA
## 2626 NA NA 9.924830 NA NA 5.435432 NA
## 3951 NA NA -9.458655 NA NA 11.761582 NA
## 1270 NA NA NA NA NA NA 6.2276472
## 1315 NA NA -8.280000 NA NA 11.665981 NA
## 1381 NA NA -9.424545 NA NA 9.226750 NA
## 16531 NA NA NA NA NA 10.768500 NA
## 1661 NA NA -9.458228 NA NA 8.602324 NA
## 2027 NA NA -7.242814 NA NA 9.965352 NA
## 2128 NA NA -10.685346 NA NA 10.141744 NA
## 1220 NA NA -8.911224 NA NA NA NA
## 1369 NA NA -7.748889 NA NA NA NA
## 1392 NA NA NA NA NA 3.321667 NA
## 1751 NA NA -6.316667 NA NA 10.935477 NA
## 1988 NA NA NA NA NA 7.200833 NA
## 2153 NA NA -7.869487 NA NA 10.977753 NA
## 2167 NA NA -8.465359 NA NA 11.140149 NA
## 2437 NA NA 9.193369 NA NA 10.394399 NA
## 2454 NA NA 8.397500 NA NA 9.857747 NA
## 2578 NA NA NA NA NA NA 4.4206862
## 1097 NA NA 6.831343 NA NA 10.660348 NA
## 1209 NA NA NA NA NA NA NA
## 1335 NA NA -8.375000 NA NA 8.984568 NA
## 1975 NA NA NA NA NA 10.162292 NA
## 2187 NA NA -10.273567 NA NA 10.613255 5.6336498
## 2259 NA NA NA NA NA 9.503250 NA
## 2341 NA NA 8.251818 NA NA 9.491154 NA
## 2453 NA NA 7.820000 NA NA 9.313046 NA
## 2522 NA NA NA NA NA 2.884038 NA
## 574 NA NA 10.473349 NA NA NA 2.9696209
## 590 NA NA 9.844383 NA NA 10.543563 NA
## 983 3.6958419 NA NA NA NA 10.011846 NA
## 1013 NA NA 8.211564 NA NA 8.950479 4.7440586
## 2076 NA 1.8968800 NA NA NA 8.972490 NA
## 2158 NA NA NA NA NA 6.817100 NA
## 2177 NA NA -10.182300 NA NA NA NA
## 2324 NA NA NA NA NA 10.027878 NA
## 182 NA NA -5.531065 NA NA NA 5.1269498
## 212 NA NA -9.019025 NA NA 8.898034 4.2664498
## 333 NA NA -8.551387 NA NA 9.084098 NA
## 609 NA NA 8.639028 NA NA 9.538371 NA
## 1162 NA NA -6.556190 NA NA 8.685106 0.5360748
## 1286 NA NA NA NA NA 8.810000 NA
## 1426 NA NA NA NA NA 10.956219 NA
## 1611 NA NA -9.454407 NA NA 9.583407 NA
## 1882 NA NA -10.178293 NA NA 7.848297 NA
## 1958 2.4293667 NA -10.841676 NA NA 7.957708 NA
## 2038 NA NA NA NA NA 8.783179 NA
## 2467 NA NA 9.790000 NA NA 12.320000 NA
## 756 NA NA -8.256000 NA NA 9.336667 NA
## 780 2.3321380 NA -8.646666 NA NA 10.603979 NA
## 991 NA NA -8.916159 NA NA NA NA
## 1305 NA NA -8.425527 NA NA 10.512922 NA
## 1373 NA NA NA NA NA 9.313125 NA
## 1459 NA NA -6.125732 NA NA 11.016695 8.7067999
## 1594 NA NA NA NA NA 9.390476 NA
## 1860 NA -0.6058139 NA NA NA 8.935000 NA
## 613 NA NA 6.491178 NA NA 8.484272 NA
## 1108 NA NA 7.383561 NA NA 7.632139 NA
## 2279 NA NA NA NA NA 10.570266 NA
## 2310 NA NA NA NA NA 9.062727 NA
## 2333 NA NA NA NA NA 10.244601 NA
## 2348 NA NA 10.316774 NA NA NA NA
## 2372 NA NA 9.193797 NA NA NA NA
## 2526 NA NA NA NA NA NA NA
## 2574 NA NA NA NA NA 9.766129 1.3064685
## 111 NA NA -8.016481 NA NA 6.894925 NA
## 1438 NA NA NA NA NA 6.980227 NA
## 15041 NA NA NA NA NA 9.470000 NA
## 1811 NA NA NA NA NA 6.236938 NA
## 2092 NA NA -8.557211 NA NA 8.887654 7.7669997
## 2131 NA -1.7073666 NA NA NA 9.567091 NA
## 2410 NA NA 7.558750 NA NA 11.168334 NA
## 2539 -0.9134512 NA 10.043119 NA NA 10.400200 NA
## 1111 NA NA -8.016481 NA NA 6.894925 NA
## 14381 NA NA NA NA NA 6.980227 NA
## 15042 NA NA NA NA NA 9.470000 NA
## 18111 NA NA NA NA NA 6.236938 NA
## 20921 NA NA -8.557211 NA NA 8.887654 7.7669997
## 21311 NA -1.7073666 NA NA NA 9.567091 NA
## 24101 NA NA 7.558750 NA NA 11.168334 NA
## 25391 -0.9134512 NA 10.043119 NA NA 10.400200 NA
## 529 NA NA NA NA NA 9.210119 NA
## 638 NA NA 8.785393 NA NA NA NA
## 951 NA NA NA NA NA 10.834587 5.3330332
## 1505 NA NA NA NA NA 9.216493 NA
## 1614 NA NA NA NA NA 10.668960 4.3256864
## 1927 NA NA -5.144556 NA NA 9.664759 7.4501391
## 2481 NA NA 9.665636 NA NA 8.749427 NA
## 2590 NA NA 9.413513 NA NA 9.714480 1.9343300
## 467 NA NA -8.885717 NA NA 10.305333 NA
## FS_Z_sc FO_Z_sc SI_Z_sc SL_Z_sc CU_Z_sc KC_Z_sc
## 479 NA NA 4.1690082 2.24981745 NA NA
## 532 NA NA NA NA -6.4459221 NA
## 1032 NA NA 7.0895913 NA 1.6035269 NA
## 1042 NA NA 3.3141666 1.13000000 NA NA
## 1047 NA NA NA -0.75083335 -9.2418185 NA
## 1964 NA NA 7.3840184 1.30147605 NA NA
## 2148 NA NA NA NA -1.3848445 NA
## 2154 NA NA NA NA NA NA
## 2192 NA NA 3.4698499 4.28509988 NA NA
## 2241 NA NA 2.3093246 3.50977770 NA NA
## 447 -0.3101933 NA 4.8842376 -0.96464704 NA NA
## 490 NA NA 5.9989437 NA NA -3.654700
## 496 NA NA 6.1807360 NA -3.3382023 NA
## 923 NA NA 7.0361001 1.25872413 NA -2.872060
## 1038 NA NA 3.1624750 NA -8.7263510 NA
## 1960 NA NA NA NA NA NA
## 1984 3.7058499 NA 5.8056998 0.34745617 NA NA
## 1996 NA NA NA NA NA NA
## 2009 NA NA 7.0009999 NA NA NA
## 2051 NA NA -6.2509910 5.75611086 NA NA
## 2085 2.7991040 NA 5.9517231 2.64509841 -3.9142512 NA
## 342 NA NA 5.6940967 -2.55947760 NA NA
## 362 1.6446749 NA NA 3.66222662 NA NA
## 896 NA NA NA 1.83608694 -7.0191669 NA
## 1195 NA NA 5.3928072 0.09095000 NA NA
## 1389 NA NA NA -0.06038462 NA NA
## 1393 NA NA NA NA -9.5863634 NA
## 1463 NA NA NA 4.44934432 NA NA
## 1767 NA NA NA 4.03428568 NA NA
## 2587 NA NA 2.8880811 0.40170820 NA NA
## 2607 NA NA NA 0.79630566 NA NA
## 137 NA NA NA 0.31244614 -3.0863930 NA
## 258 NA NA NA -0.66428631 NA -10.448301
## 377 NA NA 4.8611159 0.54645169 NA NA
## 1581 NA NA NA NA NA NA
## 1640 NA NA NA -0.24763157 -0.9236111 NA
## 2382 NA NA 6.7450360 4.08355550 -2.3165980 NA
## 2503 NA NA NA 3.04250002 -2.2740285 NA
## 2622 NA NA NA NA 2.0866390 NA
## 69 NA NA NA 0.66954522 NA NA
## 136 NA NA 6.7295192 0.14567169 -9.0045030 NA
## 1101 NA NA 6.4000083 0.48179981 NA NA
## 1268 NA NA 8.0319635 NA NA -6.268392
## 1279 NA NA 5.9862355 4.14496456 NA NA
## 1308 NA NA NA 3.41274986 NA -10.150114
## 1324 NA NA NA 7.45499992 NA NA
## 1330 NA NA 8.9333889 0.21837143 -11.1046666 NA
## 2104 NA NA NA 9.82868767 NA NA
## 2314 NA NA NA -3.11451623 NA NA
## 2381 NA NA 6.9228723 2.74260271 -2.0907499 NA
## 55 NA NA 4.5266738 -2.08170806 -6.5781175 NA
## 1153 NA NA -5.3373152 5.05995602 -8.0699997 NA
## 1439 NA NA NA 1.61124992 NA NA
## 1617 NA NA 7.3325847 4.08643832 -9.8983650 NA
## 1653 NA NA NA NA -6.2300000 NA
## 1737 NA NA 7.2216670 4.18618510 NA NA
## 1926 NA NA 8.7140448 NA -4.5547223 NA
## 2300 NA NA 5.1505790 0.62400999 -6.6738834 NA
## 238 NA NA 6.6962425 -0.73155128 -8.6134126 NA
## 1077 NA NA 7.2094837 -1.25027024 -4.2960715 NA
## 1159 NA NA 9.0725002 -1.36923071 NA NA
## 1253 NA NA NA 10.29833349 NA NA
## 1387 NA NA NA 4.42408161 NA NA
## 1450 NA NA 8.4700003 NA NA NA
## 1915 NA NA NA -0.93916670 NA NA
## 2483 NA NA NA -0.39250001 NA NA
## 612 NA NA 7.7101621 1.40190625 -9.7261466 NA
## 1229 NA NA NA NA NA NA
## 1231 NA NA NA 3.30629617 -1.6853846 NA
## 1349 NA NA 2.9287132 -0.11569444 NA NA
## 1553 NA NA 6.4548675 -0.16539007 NA NA
## 1660 NA NA 4.8104870 0.71196923 NA NA
## 1663 NA NA NA 1.22591397 NA NA
## 1959 NA NA NA NA NA NA
## 6121 NA NA 7.7101621 1.40190625 -9.7261466 NA
## 12291 NA NA NA NA NA NA
## 12311 NA NA NA 3.30629617 -1.6853846 NA
## 13491 NA NA 2.9287132 -0.11569444 NA NA
## 15531 NA NA 6.4548675 -0.16539007 NA NA
## 16601 NA NA 4.8104870 0.71196923 NA NA
## 16631 NA NA NA 1.22591397 NA NA
## 19591 NA NA NA NA NA NA
## 476 NA NA 5.1189013 -1.60317693 NA NA
## 527 NA NA 5.6022571 2.07344964 -8.0025223 NA
## 576 NA NA NA NA -8.9783240 NA
## 2047 NA NA NA NA NA NA
## 2118 NA NA NA 0.50930314 -3.3514400 NA
## 2133 NA NA 6.8250607 -0.17703742 NA NA
## 2134 NA NA NA NA NA NA
## 2139 NA NA NA -0.35206490 NA NA
## 2181 NA NA NA 1.82736738 NA NA
## 2190 NA NA NA 0.81693574 -9.0955882 NA
## 2205 NA NA NA 1.23312011 NA NA
## 2206 NA NA 1.0159084 4.20849282 NA NA
## 758 1.8377898 NA NA 1.80006788 -7.7904163 NA
## 820 NA NA 7.3438659 -2.83559998 -7.4216665 NA
## 1535 NA NA NA NA -6.5367705 NA
## 1546 NA NA NA 2.73821175 -5.4390997 NA
## 1555 NA NA 5.7922949 NA NA NA
## 1618 NA NA 3.4331818 -0.74315789 NA NA
## 1684 NA NA NA -3.33291658 NA -10.065071
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## 1440 NA NA 5.4800000 0.62000000 NA NA
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## 1502 -0.5546154 NA 1.9911556 3.39996425 NA NA
## 1504 NA NA NA -0.49666665 NA NA
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## 1922 NA NA NA 0.54290322 NA NA
## 222 NA NA NA 3.01940123 -4.4778005 NA
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## 1343 NA NA NA 9.09500027 5.2600002 NA
## 1671 3.2463044 NA 5.3711876 0.20443037 NA NA
## 1705 2.3964646 NA 10.2049999 0.13666666 -6.5920452 NA
## 1719 NA NA 5.9789458 1.00902514 NA NA
## 1830 NA NA NA 0.41769229 NA NA
## 1172 NA NA NA 0.75411763 -5.2654544 NA
## 11951 NA NA 5.3928072 0.09095000 NA NA
## 1311 NA NA 4.6340951 -0.18292080 -8.3859158 NA
## 1313 NA NA 8.1750001 0.12785124 NA NA
## 1353 NA NA 8.5141665 NA NA NA
## 1360 NA NA 4.6782352 NA -3.9992858 NA
## 1895 NA NA NA -2.11043101 NA NA
## 1983 NA NA NA NA NA NA
## 2248 NA NA NA 0.99722139 NA NA
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## 226 NA NA NA -0.24257764 NA NA
## 480 NA NA NA -0.21990603 NA NA
## 845 NA NA 5.9659901 1.59013530 -4.3696858 NA
## 1552 NA NA 6.8066667 -0.21644444 NA NA
## 1609 NA NA 3.6846577 4.35642854 -1.4538506 NA
## 1703 NA NA NA NA 7.8649998 NA
## 1728 3.1932450 NA 9.3275003 3.64228581 NA NA
## 2145 NA NA NA -0.09018647 NA NA
## 249 NA NA NA 2.06933675 -2.2387913 NA
## 251 NA NA 4.6819606 -1.56846224 -6.0073767 NA
## 506 NA NA NA NA 0.3324056 NA
## 556 NA NA 6.6352765 2.61626901 NA NA
## 1208 NA NA 2.3436584 4.41228922 NA NA
## 1283 NA NA NA -2.94450378 NA NA
## 1284 5.3583336 NA NA -1.89354165 -3.6554894 NA
## 2345 NA NA -2.2069802 0.36213838 NA NA
## 2565 NA NA 7.9903616 3.80189140 NA NA
## 317 NA NA 4.1458048 0.85729176 NA NA
## 335 NA NA NA 0.39122791 NA NA
## 663 NA NA 0.7251758 NA 0.4230110 NA
## 1333 NA NA 6.5911318 0.21637393 NA NA
## 1475 NA NA NA 1.07000003 NA NA
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## 2113 NA NA NA 1.58464126 -5.0225117 NA
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## 22 NA NA NA 0.10504615 NA -5.602843
## 63 NA NA NA NA NA -9.070234
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## 1260 NA NA NA -0.32439999 NA NA
## 1744 NA NA 6.2835163 3.53103087 NA NA
## 1759 NA NA 7.5000000 -0.10812275 -6.1306000 NA
## 2222 NA NA 1.3849509 0.44741076 NA NA
## 2362 NA NA 10.3864917 NA -3.9656602 NA
## 2530 NA NA NA 0.46815792 -7.6900001 NA
## 2600 NA NA 5.8419616 2.31554901 NA NA
## 2641 NA NA NA 2.68095245 NA NA
## 7581 1.8377898 NA NA 1.80006788 -7.7904163 NA
## 1178 NA NA 2.5641905 -2.86584700 NA NA
## 1287 NA NA NA 0.34626666 -7.6277778 NA
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## 19561 NA NA NA -0.81343785 -10.5833333 NA
## 2229 NA NA NA 3.37428707 NA NA
## 2246 NA NA 2.8475702 0.22760790 NA NA
## 2312 NA NA 7.8578721 NA NA -5.107436
## 2412 NA NA NA 2.20422535 NA NA
## 173 NA NA NA -1.24437604 -6.2553407 NA
## 315 NA NA NA 0.81053594 NA NA
## 376 NA NA NA NA NA -5.109643
## 1630 NA NA NA NA NA NA
## 1646 NA NA 5.0630987 -1.54069445 NA NA
## 1683 2.1380000 NA 8.9859881 4.60203123 NA NA
## 1891 NA NA 6.5821804 -0.67784093 NA NA
## 1930 NA NA 4.2689998 2.35577774 NA NA
## 2007 NA NA 2.4468546 -1.64257050 NA NA
## 2252 NA NA 1.6417204 -0.57868680 NA NA
## 2471 NA NA NA -1.99068961 NA NA
## 2511 NA NA NA 0.66659574 -5.2654168 NA
## 152 NA NA 4.3954035 2.89173739 NA NA
## 307 NA NA 0.5952149 1.01034401 NA NA
## 414 NA NA 4.7495222 0.22798342 NA NA
## 1185 NA NA NA NA NA -5.894815
## 1331 NA NA 5.8799741 NA -4.3214817 NA
## 1351 NA NA NA 4.71000004 -0.6450000 NA
## 1565 NA NA NA 10.77000046 2.5740000 NA
## 1718 NA NA NA NA NA NA
## 1808 NA NA NA NA -0.7900000 NA
## 2013 NA NA 4.0621600 1.76487784 -4.7732001 NA
## 2031 NA NA NA NA NA NA
## 2090 NA NA 7.4667333 3.55913229 NA NA
## 598 NA NA NA NA 1.6305966 NA
## 1155 NA NA -1.9316667 0.09358695 NA NA
## 13581 NA NA NA 2.03999996 -5.2600002 NA
## 1533 NA NA NA -0.97651167 NA NA
## 2025 NA NA 8.4866979 3.53655847 -6.2491398 NA
## 2035 NA NA NA 1.61261613 NA NA
## 2307 NA NA 4.5098675 0.88358851 NA NA
## 2498 NA NA NA NA -7.0743752 NA
## 5321 NA NA NA NA -6.4459221 NA
## 975 NA NA NA 1.20975059 -5.3243483 NA
## 1040 NA NA 7.7293239 NA -7.5862503 NA
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## 2006 NA NA NA NA NA NA
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## 2504 NA NA 2.2538636 NA -4.0173395 NA
## 2536 NA NA NA -2.37941181 -6.8699999 NA
## 279 NA NA NA 1.07526148 NA NA
## 351 5.0805368 NA NA NA NA NA
## 1336 NA NA NA 1.16250001 NA NA
## 13492 NA NA 2.9287132 -0.11569444 NA NA
## 1356 3.5218109 NA NA -0.25495370 NA NA
## 1417 NA NA 8.6435488 1.62843143 NA NA
## 15091 NA NA 10.0649996 2.25333341 NA NA
## 1542 NA NA 11.5225562 -3.02137395 NA NA
## 2055 NA NA 6.2956540 1.15338999 -3.7879759 NA
## 2273 NA NA 1.6193840 -1.87203328 NA NA
## 2499 NA NA 3.7783075 -0.41047945 NA NA
## 2566 NA NA 7.0254502 0.52131499 NA NA
## 51 NA NA 7.6015631 NA -7.9652947 NA
## 365 2.4914830 NA 4.6032090 4.44501017 NA NA
## 552 6.7779891 NA NA -0.95318439 NA NA
## 630 NA NA 6.2146907 2.40441701 NA NA
## 1493 NA NA NA 3.94000015 NA NA
## 1506 NA NA NA 0.91159233 NA NA
## 1514 NA NA NA 7.55666669 NA NA
## 1925 2.2206985 NA 3.9633334 3.01947369 NA NA
## 2349 NA NA 11.5500002 1.59690906 NA NA
## 2413 NA NA 8.9853844 NA NA NA
## 2629 NA NA 2.2829412 1.47379135 NA NA
## 48 NA NA 9.4552337 NA -2.5749502 NA
## 246 NA NA -2.3258682 1.01509855 NA NA
## 1428 NA NA NA NA NA NA
## 14872 NA NA NA 2.60469382 -5.8850002 NA
## 1503 NA NA 4.3207873 -2.56564708 NA NA
## 16981 NA NA NA 1.72282058 NA NA
## 1700 NA NA -6.0357095 3.33764218 NA NA
## 2169 NA NA NA NA -2.3772099 NA
## 2178 NA NA NA 2.41515541 -1.1880826 NA
## 2626 NA NA NA -0.03039509 NA NA
## 3951 NA NA NA NA NA NA
## 1270 NA NA NA 1.08571427 -8.2966665 NA
## 1315 NA NA NA NA -4.3679570 NA
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## 16531 NA NA NA NA -6.2300000 NA
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## 2027 NA NA NA 1.72578195 -2.0708667 NA
## 2128 NA NA NA -0.71369311 NA NA
## 1220 NA NA 5.3607040 1.20399996 NA NA
## 1369 NA NA NA 9.20888858 NA NA
## 1392 NA NA 3.9703335 0.61443928 NA NA
## 1751 NA NA NA 1.40238407 NA NA
## 1988 NA NA 6.4843750 -0.76187897 NA NA
## 2153 NA NA NA 2.61513283 NA NA
## 2167 NA NA NA NA -8.1380726 NA
## 2437 NA NA NA 2.02277777 -1.7903572 NA
## 2454 NA NA 8.8733336 2.56281257 -11.1600001 NA
## 2578 NA NA 9.1519495 NA NA NA
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## 1209 NA NA 4.6563637 -1.11833334 NA NA
## 1335 NA NA NA -2.20703451 -3.7800000 NA
## 1975 NA NA NA -2.17060927 -5.2626572 NA
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## 2522 NA NA NA 1.82191354 -2.2508450 NA
## 574 NA NA 6.5534772 NA 2.2630951 NA
## 590 NA NA NA 1.07062103 NA NA
## 983 2.6110673 NA 7.5428877 0.59160786 NA -6.927551
## 1013 NA NA 7.0370370 NA -1.6197769 NA
## 2076 NA NA NA NA NA NA
## 2158 NA NA 1.6130650 0.61290141 NA NA
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## 2324 NA NA 2.7600000 1.22014538 NA NA
## 182 NA NA 5.1865725 0.01948992 -7.0685104 NA
## 212 NA NA 6.8958546 NA -6.0025622 NA
## 333 NA NA 4.2662630 1.58237673 -6.5982340 NA
## 609 NA NA NA NA -7.3863705 NA
## 1162 NA NA 6.6271692 NA -5.9891890 NA
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## 1426 NA NA 9.5370412 NA -7.0866050 NA
## 1611 NA NA 6.1277069 0.43357144 NA NA
## 1882 NA NA NA 1.46044770 NA NA
## 1958 NA NA 4.5497753 0.13046715 NA -4.382469
## 2038 1.6287737 NA NA 4.51349982 NA NA
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## 756 NA NA NA -2.53111119 -4.6550002 NA
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## 1373 NA NA NA NA NA NA
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## 1860 NA NA NA NA NA NA
## 613 NA NA 4.2307387 -1.75102491 NA NA
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## 2279 NA NA NA -1.28637505 NA NA
## 2310 NA NA NA NA -3.5225000 NA
## 2333 NA NA 9.6549997 NA -6.6327585 NA
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## 2574 NA NA 7.5588334 -1.61429997 NA NA
## 111 NA NA 6.2185050 1.73134088 -3.8193466 NA
## 1438 NA NA 4.8056922 -2.80469373 -7.1598388 NA
## 15041 NA NA NA -0.49666665 NA NA
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## 2539 NA NA NA NA NA -4.821709
## 1111 NA NA 6.2185050 1.73134088 -3.8193466 NA
## 14381 NA NA 4.8056922 -2.80469373 -7.1598388 NA
## 15042 NA NA NA -0.49666665 NA NA
## 18111 NA NA 7.1700001 NA -0.0500000 NA
## 20921 NA NA 5.4011054 3.25790950 NA NA
## 21311 NA NA NA NA NA NA
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## 25391 NA NA NA NA NA -4.821709
## 529 NA NA NA NA NA NA
## 638 NA NA 4.4663516 2.80286949 NA NA
## 951 5.2393494 NA NA -0.60772430 NA NA
## 1505 NA NA NA NA -3.6467743 NA
## 1614 NA NA NA -0.34057143 NA NA
## 1927 NA NA 6.9648611 NA -0.3080250 NA
## 2481 NA NA NA 2.68816899 -7.0452002 NA
## 2590 NA NA NA NA NA NA
## 467 NA NA NA 4.28899862 NA NA
## EP_Z_sc CH_Z_sc SC_Z_sc KN_Z_sc VAA_CU VAA_FA VAA_FF
## 479 NA 4.873554845 NA NA NA NA -4.220307
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## 1032 NA 4.016098861 NA NA -8.503144 NA -4.395590
## 1042 NA 0.076363634 NA NA NA NA -5.329944
## 1047 NA 7.376000214 NA NA -9.697313 NA -4.736300
## 1964 NA 5.922815176 NA NA NA NA -4.571680
## 2148 5.5439453 NA NA NA -10.813121 -7.709798 NA
## 2154 11.5139000 NA NA NA NA -8.600181 NA
## 2192 NA 3.822126770 NA NA NA NA NA
## 2241 NA 1.663702681 NA NA NA NA -4.301831
## 447 NA NA NA NA NA NA -5.023799
## 490 NA 3.479235155 NA NA NA NA -5.371977
## 496 NA 4.124891145 NA NA -9.976131 NA -5.301384
## 923 NA 3.999469145 NA NA NA NA -4.524544
## 1038 NA 1.173849321 NA NA -10.607567 NA -5.514302
## 1960 8.5675998 NA NA NA NA NA NA
## 1984 NA NA NA NA NA NA -4.199851
## 1996 7.0349093 NA NA NA NA -9.438118 NA
## 2009 NA 0.845791658 NA NA NA NA -5.213357
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## 342 NA 2.516948301 NA NA NA NA -5.576477
## 362 NA NA NA NA NA NA -4.668358
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## 1767 NA 8.202500343 NA NA NA NA -4.700908
## 2587 NA NA NA NA NA NA NA
## 2607 NA 3.012010998 NA NA NA NA -4.212988
## 137 NA 5.020539138 NA NA -9.218025 NA -4.439885
## 258 NA 3.744594228 NA NA NA NA -4.657035
## 377 NA 3.787383674 NA NA NA NA -5.265474
## 1581 9.6347998 NA NA NA NA -5.182467 NA
## 1640 NA NA NA NA -8.854233 NA -4.333805
## 2382 NA NA NA NA -10.026580 NA -6.184612
## 2503 NA NA NA NA -9.304003 NA -4.742802
## 2622 NA 5.477775097 NA NA -8.267001 NA -5.230448
## 69 NA NA NA NA -11.491533 NA -4.245610
## 136 NA 4.700587254 NA NA -10.680298 NA -5.308922
## 1101 NA 5.444545481 NA NA NA NA -5.604778
## 1268 NA 5.141406059 NA NA NA NA -4.984217
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## 1308 NA NA NA NA NA NA -4.753719
## 1324 NA NA NA NA NA NA NA
## 1330 NA 6.146460069 NA NA -11.161870 NA -4.741093
## 2104 NA 9.422800064 NA NA NA -10.755453 NA
## 2314 NA NA NA NA NA NA -4.480753
## 2381 NA NA NA NA -8.251133 NA -4.640221
## 55 NA 2.502860431 NA NA -11.625089 NA -5.326631
## 1153 NA -4.314285823 NA NA NA NA -3.759983
## 1439 NA NA NA NA NA NA -5.127782
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## 1737 NA 2.161919594 NA NA NA NA -4.717651
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## 2300 NA NA NA NA -9.418337 NA -5.768037
## 238 NA 3.450893100 NA NA -10.605438 NA -4.757290
## 1077 NA 6.823783668 NA NA -9.554804 NA -5.459722
## 1159 NA NA NA NA NA NA -5.412476
## 1253 NA NA NA NA NA NA NA
## 1387 NA 5.358108108 NA NA NA NA -4.821611
## 1450 NA 2.114444521 NA NA NA NA -3.942716
## 1915 NA 4.235000134 NA NA NA NA -5.360000
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## 1229 NA NA NA NA NA -8.766105 NA
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## 1349 NA 0.328392846 NA NA NA NA -3.865909
## 1553 NA 5.803333282 NA NA NA NA -4.415162
## 1660 NA 7.960000038 NA NA NA NA -4.995363
## 1663 NA 6.784971381 NA NA NA NA -4.394984
## 1959 10.7809830 NA NA NA NA -7.265346 NA
## 6121 NA 5.351728153 NA NA -11.280222 NA -5.284991
## 12291 NA NA NA NA NA -8.766105 NA
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## 19591 10.7809830 NA NA NA NA -7.265346 NA
## 476 NA 0.587771599 NA NA NA NA -4.052861
## 527 NA NA NA NA -10.964815 NA -5.682529
## 576 NA 3.759925456 NA NA -9.971332 NA -5.320864
## 2047 NA NA NA NA NA -14.410769 NA
## 2118 NA 4.442642051 NA NA NA NA -4.742238
## 2133 NA 4.406394598 NA NA NA NA -5.072382
## 2134 NA NA NA NA NA -6.271774 NA
## 2139 NA 10.631366730 NA NA NA NA -5.208356
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## 2190 NA 7.813839722 NA NA -10.289677 NA -5.554273
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## 758 NA NA NA NA -10.668065 NA -5.324072
## 820 NA 5.108280853 NA NA -10.519809 NA -5.600880
## 1535 NA NA NA NA -9.850666 NA -4.430012
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## 1555 NA 2.554779820 NA NA NA NA -5.198144
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## 1740 NA 6.704999924 NA NA NA NA -5.174359
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## 2577 NA 5.745999953 NA NA NA NA -5.274048
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## 960 NA 8.929030293 NA NA NA NA -4.770200
## 1068 NA 3.997659561 NA NA -11.074522 NA -5.489004
## 12531 NA NA NA NA NA NA NA
## 1301 NA -0.306999993 NA NA NA NA -4.696078
## 1487 NA 2.146756765 NA NA -9.329397 NA -4.582973
## 1508 NA NA NA NA -10.117679 NA -5.231375
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## 1627 9.9066664 NA NA NA NA -5.049945 NA
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## 1449 NA 5.614028601 NA NA NA NA -5.319866
## 1670 NA 3.108407573 NA NA NA NA -4.573071
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## 2306 NA 5.210000038 NA NA -10.517032 -6.952709 NA
## 2527 NA 0.005621621 NA NA NA NA NA
## 340 NA NA NA NA NA NA -4.954759
## 429 NA 5.538785815 NA NA -10.359540 NA -5.106900
## 807 NA 3.870389468 NA NA -8.104561 NA -4.179390
## 9231 NA 3.999469145 NA NA NA NA -4.524544
## 1867 NA 2.056000010 NA NA -8.549517 NA -4.818989
## 1956 NA 2.997849941 NA NA -11.215586 NA -5.475330
## 2334 NA NA NA NA -11.112517 NA -6.315432
## 2450 NA 0.625552125 NA NA NA NA -4.789751
## 372 NA NA NA NA NA NA -4.850977
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## 775 NA 2.736363671 NA NA -8.714671 NA -4.640147
## 1358 NA 4.954285758 NA NA -12.414409 NA -6.604662
## 1448 NA 3.918153733 NA NA NA NA -4.607757
## 1899 NA 4.770000140 NA NA -8.722673 NA -4.072062
## 1939 3.4876963 NA NA NA NA -6.044874 NA
## 2302 NA NA NA NA NA NA -5.476056
## 347 NA NA NA NA NA NA -4.510356
## 743 NA 2.353447883 NA NA -8.532929 NA -4.696392
## 1374 NA NA NA NA NA NA -5.778091
## 1376 NA 5.760806668 NA NA -10.891675 NA -5.292933
## 14871 NA 2.146756765 NA NA -9.329397 NA -4.582973
## 1509 NA 7.914285932 NA NA NA NA -4.389427
## 1874 6.9199998 NA NA NA NA -6.638622 NA
## 2270 NA 2.421304959 NA NA NA NA -4.332554
## 711 NA 6.047102323 NA NA NA NA -4.129930
## 10421 NA 0.076363634 NA NA NA NA -5.329944
## 1161 NA NA NA NA NA NA -6.668750
## 1235 NA NA NA NA -9.972024 NA -5.258212
## 1300 NA NA NA NA NA -7.998063 NA
## 1320 NA 2.252150505 NA NA NA NA -5.064268
## 2238 NA 1.410341151 NA NA NA NA NA
## 2569 NA 1.077356656 NA NA NA NA -4.799717
## 395 NA 2.242582224 NA NA NA NA -4.738345
## 1429 NA -4.757272894 NA NA NA NA -3.410361
## 1440 NA NA NA NA NA NA -5.233207
## 1443 NA 6.233067034 NA NA -8.171292 NA -4.879215
## 1474 NA NA NA NA NA NA -4.586814
## 1501 NA -0.037096773 NA NA NA NA -5.386968
## 1502 NA NA NA NA NA NA -3.686156
## 1504 NA NA NA NA NA NA -4.721997
## 1516 NA NA NA NA -10.073730 NA -4.693522
## 1922 NA NA NA NA NA NA -4.363320
## 222 NA 5.752807228 NA NA -9.208234 NA -4.419014
## 4791 NA 4.873554845 NA NA NA NA -4.220307
## 1254 NA 4.493478195 NA NA -10.431276 NA -4.499160
## 1343 NA NA NA NA -11.399667 -5.519554 NA
## 1671 NA NA NA NA NA NA NA
## 1705 NA NA NA NA -9.354853 NA -4.673614
## 1719 NA NA NA NA NA NA -4.433957
## 1830 NA 2.777999878 NA NA NA NA -5.303823
## 1172 NA NA NA NA -8.968598 NA -4.849424
## 11951 NA 6.183809371 NA NA NA NA -5.215904
## 1311 NA NA NA NA -9.998525 NA -5.226359
## 1313 NA 4.932063511 NA NA NA NA -4.823918
## 1353 NA -2.284589990 NA NA NA NA -4.304745
## 1360 NA 4.579999924 NA NA -9.191716 NA -4.905090
## 1895 NA 6.655000051 NA NA NA NA -5.189989
## 1983 11.1174048 NA NA NA NA -6.186480 NA
## 2248 NA 0.201158663 NA NA NA NA -4.879906
## 2357 NA 5.639999928 NA NA -8.068710 NA -5.114883
## 226 NA 5.690764034 NA NA -9.523365 NA -4.688657
## 480 NA 3.903328621 NA NA NA NA -4.317724
## 845 NA 3.974462840 NA NA -9.974303 NA -4.666556
## 1552 NA 5.760000229 NA NA NA NA -5.179404
## 1609 NA 2.242763118 NA NA -7.615738 NA -4.028795
## 1703 NA NA NA 4.081429 -11.574626 -10.474548 NA
## 1728 NA NA NA NA NA NA -4.754157
## 2145 NA 0.143960997 NA NA NA NA -5.084793
## 249 NA 2.125848504 NA NA -8.564519 NA -3.957019
## 251 NA NA NA NA -9.911020 NA -5.213394
## 506 NA NA NA NA NA NA NA
## 556 NA 4.020783380 NA NA -9.896974 NA -4.631990
## 1208 NA 2.514285769 NA NA NA NA -5.073508
## 1283 NA NA NA NA NA NA -4.888592
## 1284 NA NA NA NA -8.962186 NA -4.768868
## 2345 NA -0.235454533 NA NA NA NA -5.673766
## 2565 NA NA NA NA NA NA -5.301020
## 317 NA 2.220689361 NA NA NA NA -4.827159
## 335 NA NA NA NA NA NA -4.318847
## 663 NA -1.294711963 NA NA -8.116269 NA -4.113409
## 1333 NA 3.089999914 NA NA NA NA -5.503804
## 1475 NA 3.336363706 NA NA NA NA -5.282384
## 19961 7.0349093 NA NA NA NA -9.438118 NA
## 2113 NA NA NA NA -10.052602 NA -4.642433
## 2368 NA 2.629782635 NA NA NA NA NA
## 22 NA NA NA NA NA NA -4.467612
## 63 NA NA NA NA NA NA -4.574879
## 168 NA 8.034452804 NA NA -8.926458 NA -4.737968
## 174 NA NA NA NA -9.054480 NA -4.272592
## 673 NA 6.394467666 NA NA -10.507148 NA -5.183278
## 1177 NA 4.409687519 NA NA NA NA -4.324642
## 1180 NA NA NA NA NA NA -3.611487
## 1260 NA 2.941830917 NA NA NA NA -5.797818
## 1744 NA NA NA NA NA NA -4.478747
## 1759 NA 7.789069597 NA NA -9.364091 NA -3.997093
## 2222 NA NA NA NA NA NA NA
## 2362 NA 10.438630400 NA NA -10.348619 NA -5.733556
## 2530 NA NA NA NA -11.281889 NA -5.221042
## 2600 NA 5.151000023 NA NA NA NA -5.027743
## 2641 NA 3.133710589 NA NA NA NA -5.458663
## 7581 NA NA NA NA -10.668065 NA -5.324072
## 1178 NA -0.806666692 NA NA NA NA -3.430012
## 1287 NA 4.833658358 NA NA -10.263240 NA -4.891947
## 1445 NA 6.829999924 NA NA NA NA NA
## 19561 NA 2.997849941 NA NA -11.215586 NA -5.475330
## 2229 NA 2.290741653 NA NA NA NA -5.324077
## 2246 NA 2.863516808 NA NA NA NA -4.308438
## 2312 NA 8.252608590 NA NA NA NA -5.350558
## 2412 NA 6.800799805 NA NA NA NA -5.438602
## 173 NA 7.053590117 NA NA -9.603340 NA -4.819740
## 315 NA 5.741198419 NA NA NA NA -4.360760
## 376 NA NA NA NA NA NA -5.232676
## 1630 6.4825001 NA NA NA NA -6.901444 NA
## 1646 NA 4.559999943 NA NA NA NA -3.891499
## 1683 NA NA NA NA NA NA -4.573952
## 1891 NA 4.563999939 NA NA NA NA -3.986599
## 1930 NA -2.558177736 NA NA NA NA NA
## 2007 NA NA NA NA NA NA -7.064996
## 2252 NA 5.296050072 NA NA NA NA NA
## 2471 NA 2.703846076 NA NA NA NA -5.006621
## 2511 NA NA NA NA -9.037828 NA -3.804071
## 152 NA NA NA NA NA NA -4.269497
## 307 NA NA NA NA NA NA -4.250655
## 414 NA NA NA NA NA NA -4.764302
## 1185 NA 6.935526396 NA NA NA NA -4.055587
## 1331 NA 0.671438348 NA NA -10.104827 NA -4.969092
## 1351 NA 4.698333422 NA NA -8.988858 NA -4.737952
## 1565 8.0299997 NA NA NA -13.197219 -9.430115 -4.878466
## 1718 NA 5.150000095 NA NA NA -6.928225 NA
## 1808 8.3041668 NA NA NA -20.798319 -11.837257 NA
## 2013 NA 1.941691807 NA NA -9.443322 NA -5.047242
## 2031 5.6448635 NA NA NA NA -7.412693 NA
## 2090 NA 4.286735086 NA NA NA NA -5.042974
## 598 NA 0.030957262 NA NA -7.652652 NA -4.373824
## 1155 NA NA NA NA NA NA -3.439985
## 13581 NA 4.954285758 NA NA -12.414409 NA -6.604662
## 1533 NA 3.434053988 NA NA NA NA -4.772747
## 2025 NA 7.486914820 NA NA NA NA -4.566206
## 2035 NA 8.800193541 NA NA NA NA -5.594347
## 2307 NA 4.140486081 NA NA NA NA -4.607128
## 2498 NA 6.505862006 NA NA -9.655062 NA -4.525008
## 5321 NA 8.445819536 NA NA -10.439675 NA -5.503564
## 975 NA 3.249340596 NA NA -9.783916 NA NA
## 1040 NA 5.221760495 NA NA -10.286175 NA -4.716659
## 1214 NA NA NA NA NA NA -4.285992
## 1612 NA NA NA NA NA -9.809322 NA
## 2006 NA NA NA NA NA -10.892978 NA
## 2338 NA 7.155000166 NA NA NA NA -6.139885
## 2504 NA NA NA NA NA NA NA
## 2536 NA 3.231428691 NA NA -8.804754 NA -5.040150
## 279 NA 5.306369845 NA NA NA NA -4.206335
## 351 NA NA NA NA -9.757308 NA -4.303551
## 1336 NA 8.216666540 NA NA NA NA -5.712292
## 13492 NA 0.328392846 NA NA NA NA -3.865909
## 1356 NA NA NA NA NA NA -4.868767
## 1417 NA 3.962727287 NA NA NA NA -5.438849
## 15091 NA 7.914285932 NA NA NA NA -4.389427
## 1542 NA NA NA NA NA NA NA
## 2055 NA 3.480316766 NA NA -8.575737 NA -3.903880
## 2273 NA NA NA NA NA NA NA
## 2499 NA 0.155999999 NA NA NA NA -4.796617
## 2566 NA 4.393230732 NA NA NA NA -5.071432
## 51 NA 4.066927239 NA NA -10.960955 NA -5.478012
## 365 NA NA NA NA NA NA -5.568272
## 552 NA NA NA NA NA NA -4.809481
## 630 NA NA NA NA NA NA -4.296733
## 1493 NA NA NA NA NA NA -4.185570
## 1506 NA NA NA NA NA NA -6.219780
## 1514 NA NA NA NA NA -4.980896 NA
## 1925 NA NA NA NA NA NA -4.954665
## 2349 NA NA NA NA NA NA -5.044344
## 2413 NA 6.034999847 NA NA NA NA -4.485569
## 2629 NA 3.615733306 NA NA NA NA NA
## 48 NA NA NA NA -8.636386 NA -4.461560
## 246 NA NA NA NA NA NA -3.336956
## 1428 NA 5.278888702 NA NA NA NA -5.322725
## 14872 NA 2.146756765 NA NA -9.329397 NA -4.582973
## 1503 NA NA NA NA NA NA -4.623603
## 16981 NA 3.936097680 NA NA NA NA -4.453029
## 1700 NA NA NA NA NA NA -2.159984
## 2169 6.9944601 NA NA NA -16.420350 -9.178850 NA
## 2178 NA 2.231450979 NA NA -7.127040 NA -4.143423
## 2626 NA 2.940414948 NA NA NA NA -5.851830
## 3951 NA 2.242582224 NA NA NA NA -4.738345
## 1270 NA NA NA NA -11.031031 NA NA
## 1315 NA 6.269999981 NA NA -9.753140 NA -5.560247
## 1381 NA 3.078181874 NA NA NA NA -4.862559
## 16531 NA NA NA NA -16.262107 -7.937362 NA
## 1661 NA 3.164177231 NA NA -10.004884 NA -5.330917
## 2027 NA 5.530114310 NA NA -8.186560 NA -4.400403
## 2128 NA 6.201969088 NA NA NA NA -4.152002
## 1220 NA 1.572040791 NA NA NA NA NA
## 1369 NA 9.885555691 NA NA NA -6.260255 NA
## 1392 NA NA NA NA NA NA -5.531105
## 1751 NA 6.620000203 NA NA NA NA -5.004587
## 1988 NA NA NA NA NA NA -5.407345
## 2153 NA 6.560017544 NA NA NA NA -5.199680
## 2167 NA 8.509000063 NA NA -9.715987 NA -4.813036
## 2437 NA 5.412717405 NA NA -9.096731 NA -5.393156
## 2454 NA 6.964773005 NA NA NA NA -5.131899
## 2578 NA NA NA NA NA NA NA
## 1097 NA 8.931514195 NA NA -11.456367 -7.932813 -5.360789
## 1209 NA NA NA NA NA NA NA
## 1335 NA 4.619999886 NA NA -10.566838 NA -4.122916
## 1975 NA NA NA NA -8.949420 NA -4.949257
## 2187 NA 3.743199921 NA NA NA NA -4.176553
## 2259 NA NA NA NA -9.941048 NA -4.655967
## 2341 NA 8.592726968 NA NA NA NA -5.709538
## 2453 NA 7.743333181 NA NA NA NA -6.066946
## 2522 NA NA NA NA -10.036687 NA -7.453345
## 574 NA 2.722950545 NA NA -7.906071 NA NA
## 590 NA 5.420457932 NA NA -10.386717 NA -4.936708
## 983 NA NA NA NA NA NA -4.957324
## 1013 NA 4.216312685 NA NA -8.761300 NA -5.082791
## 2076 3.6948900 NA NA NA NA -7.959687 NA
## 2158 NA NA NA NA NA NA -4.627980
## 2177 NA 3.654157094 NA NA NA NA NA
## 2324 NA NA NA NA NA NA -5.240524
## 182 NA 3.989821758 NA NA -9.888412 NA NA
## 212 NA 4.082004062 NA NA -9.896730 NA -5.464066
## 333 NA 2.868460640 NA NA -9.986021 NA -4.944134
## 609 NA 5.013349937 NA NA -9.522418 NA -4.762290
## 1162 NA 4.084761847 NA NA -8.697743 NA -4.731559
## 1286 NA NA NA NA -9.999821 NA -7.521144
## 1426 NA NA NA NA -10.074462 NA -5.073893
## 1611 NA 6.004067631 NA NA NA NA -4.618970
## 1882 NA -0.525121968 NA NA NA NA -4.141356
## 1958 NA 3.859204129 NA NA NA NA -4.446592
## 2038 NA NA NA NA NA NA -4.725638
## 2467 NA 5.130000114 NA NA NA NA -2.652042
## 756 NA 3.209999847 NA NA -8.135382 NA -4.381351
## 780 NA 2.929090835 NA NA NA NA -4.867240
## 991 NA 4.366975738 NA NA NA NA NA
## 1305 NA 5.174736826 NA NA -8.683033 NA -4.997015
## 1373 NA NA NA NA NA -9.426294 NA
## 1459 NA 7.584756246 NA NA NA NA -5.004751
## 1594 NA NA NA NA -18.672369 -14.231179 NA
## 1860 8.5765118 NA NA NA NA -8.335572 NA
## 613 NA 7.024479956 NA NA NA NA -4.763316
## 1108 NA 2.884551258 NA NA -11.283953 NA -5.482660
## 2279 NA NA NA NA NA NA -4.222604
## 2310 NA NA NA NA -12.825948 -8.381259 NA
## 2333 NA NA NA NA -9.991076 NA -4.208741
## 2348 NA 0.994193539 NA NA -7.381788 NA -4.638189
## 2372 NA 2.594683490 NA NA NA NA NA
## 2526 NA NA NA NA NA NA NA
## 2574 NA NA NA NA NA NA -4.976675
## 111 NA 4.585693263 NA NA -9.426685 NA -5.800314
## 1438 NA NA NA NA -10.023947 NA -5.557865
## 15041 NA NA NA NA NA NA -4.721997
## 1811 NA NA NA NA NA -7.549848 NA
## 2092 NA 0.657484205 NA NA NA NA -4.233742
## 2131 0.2643344 NA NA NA NA -9.082009 NA
## 2410 NA 5.496250153 NA NA NA NA -5.448682
## 2539 NA 4.914589046 NA NA NA NA -5.174343
## 1111 NA 4.585693263 NA NA -9.426685 NA -5.800314
## 14381 NA NA NA NA -10.023947 NA -5.557865
## 15042 NA NA NA NA NA NA -4.721997
## 18111 NA NA NA NA NA -7.549848 NA
## 20921 NA 0.657484205 NA NA NA NA -4.233742
## 21311 0.2643344 NA NA NA NA -9.082009 NA
## 24101 NA 5.496250153 NA NA NA NA -5.448682
## 25391 NA 4.914589046 NA NA NA NA -5.174343
## 529 NA NA NA NA -7.041407 NA -4.056743
## 638 NA 4.356768303 NA NA NA NA NA
## 951 NA NA NA NA NA NA -3.988033
## 1505 NA NA NA NA -8.830023 NA -5.231250
## 1614 NA NA NA NA NA NA -4.659317
## 1927 NA 3.803444474 NA NA -8.730762 NA -4.611033
## 2481 NA 1.889272794 NA NA -10.099826 NA -4.688442
## 2590 NA 3.104858192 NA NA NA NA -4.502353
## 467 NA 3.027999638 NA NA NA NA -4.759966
## VAA_SI VAA_SL VAA_CH VAA_CS VAA_FC VAA_EP VAA_PO
## 479 -5.319435 -6.462639 -6.647003 NA -5.696469 NA NA
## 532 NA NA -7.080462 NA -7.687160 NA NA
## 1032 -4.978308 -7.474785 -7.226552 NA NA NA NA
## 1042 -6.299472 -7.920063 -8.037998 NA NA NA NA
## 1047 NA -8.054935 -6.284832 NA NA NA NA
## 1964 -5.619103 -7.964791 -6.852106 NA NA NA -3.8140207
## 2148 NA NA NA NA NA -17.721043 NA
## 2154 NA NA NA NA NA -11.527160 NA
## 2192 -5.783140 NA -6.602878 NA -4.781871 NA NA
## 2241 -6.031177 -6.631532 -6.642904 NA NA NA NA
## 447 -5.931150 -7.455802 NA NA NA NA NA
## 490 -5.837100 NA -7.442976 NA -6.376980 NA NA
## 496 -6.144301 NA -7.715914 NA -6.130486 NA NA
## 923 -6.305010 -7.634776 -6.928042 NA NA NA NA
## 1038 -6.752508 NA -7.871126 NA NA NA NA
## 1960 NA NA NA NA NA -14.165625 NA
## 1984 -5.230493 -7.355088 NA NA NA NA NA
## 1996 NA NA NA NA NA -14.821934 NA
## 2009 -5.320948 NA -7.347404 NA -7.048153 NA NA
## 2051 -4.651500 -3.010192 NA NA NA NA -1.5054169
## 2085 -5.895972 -6.350197 NA NA NA NA NA
## 342 -6.261025 -9.429125 -8.121352 NA NA NA NA
## 362 -5.781527 -6.673307 NA NA NA NA NA
## 896 NA -7.724796 -6.798687 NA NA NA NA
## 1195 -6.250890 -8.359066 -7.027175 NA NA NA -1.4228290
## 1389 NA -8.687171 NA NA NA NA NA
## 1393 NA NA NA NA NA NA NA
## 1463 NA -7.910758 -6.645316 NA NA NA NA
## 1767 NA -7.512893 -7.281485 NA NA NA NA
## 2587 -6.590359 -8.182986 NA NA NA NA NA
## 2607 NA -6.752779 -7.801539 NA NA NA NA
## 137 NA -7.909244 -6.938580 NA NA NA -2.9027999
## 258 NA -8.202377 -7.102502 NA NA NA -4.2488104
## 377 -6.049519 -6.131113 -7.280573 NA NA NA NA
## 1581 NA NA NA NA NA -12.357331 NA
## 1640 NA -7.203019 NA NA NA NA NA
## 2382 -6.491858 -8.362375 NA NA NA NA NA
## 2503 NA -8.872718 NA NA NA NA NA
## 2622 NA NA -5.704545 NA NA NA NA
## 69 NA -7.788434 -7.158394 NA -5.366412 NA NA
## 136 -6.253975 -8.350689 -7.189398 NA -6.711175 NA NA
## 1101 -6.436879 -9.365204 -8.370179 NA NA NA NA
## 1268 -5.729410 NA -7.619714 NA NA NA NA
## 1279 -6.203642 -7.012510 -7.889392 NA NA NA NA
## 1308 NA -7.414332 NA NA -5.891662 NA NA
## 1324 NA -9.973237 NA NA NA NA NA
## 1330 -5.296545 -8.272405 -7.071807 NA NA NA NA
## 2104 NA NA NA NA NA NA NA
## 2314 NA -8.652433 NA NA NA NA NA
## 2381 -5.649400 -7.407964 NA NA NA NA NA
## 55 -6.448515 -9.139090 -8.433089 NA NA NA NA
## 1153 -5.680031 -4.506710 -7.111249 NA NA NA NA
## 1439 NA -8.042077 NA NA NA NA NA
## 1617 -5.187179 -6.614205 -6.408383 NA NA NA NA
## 1653 NA NA NA NA NA NA NA
## 1737 -5.445111 -6.849854 -7.285425 NA NA NA NA
## 1926 -5.388374 -7.755279 -6.923991 NA -5.999591 NA NA
## 2300 -6.078090 -7.083642 NA NA NA NA NA
## 238 -5.935884 -8.150939 -7.322607 NA NA NA NA
## 1077 -5.897242 -8.839094 -6.739449 NA NA NA NA
## 1159 -5.978536 -9.059363 NA NA -7.568257 NA NA
## 1253 NA -6.956056 NA NA NA NA NA
## 1387 -6.667955 -7.254610 -7.301606 NA NA NA NA
## 1450 -4.045779 NA -6.414605 NA NA NA NA
## 1915 NA -7.993122 -8.178571 NA NA NA NA
## 2483 NA -8.449907 NA NA NA NA NA
## 612 -5.656265 -8.046524 -7.107561 NA NA NA NA
## 1229 NA NA NA NA NA NA NA
## 1231 NA -7.905443 -7.493430 NA -6.406901 NA NA
## 1349 -5.030704 -7.412452 -6.749032 NA NA NA NA
## 1553 -5.241311 -8.026668 -6.581591 NA NA NA NA
## 1660 -5.840211 -7.618938 -8.569469 NA NA NA NA
## 1663 NA -8.277978 -6.953044 NA -7.328720 NA NA
## 1959 NA NA NA NA NA -9.861529 NA
## 6121 -5.656265 -8.046524 -7.107561 NA NA NA NA
## 12291 NA NA NA NA NA NA NA
## 12311 NA -7.905443 -7.493430 NA -6.406901 NA NA
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## 389 -5.892940 -7.854492 -7.784136 NA NA NA NA
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## 2527 -6.334046 -8.634111 -7.739360 NA -6.908688 NA NA
## 340 -5.654331 NA -7.492058 NA -6.949021 NA NA
## 429 -6.111334 -9.032206 -7.517489 NA -6.538711 NA NA
## 807 NA -7.027094 -6.752716 NA NA NA NA
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## 1867 NA NA -7.894903 NA NA NA NA
## 1956 NA NA -6.918713 NA NA NA NA
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## 372 -6.410409 -7.751039 -6.860563 -12.695015 -6.312616 NA -2.1807439
## 412 NA NA -6.559870 NA -5.544935 NA NA
## 775 NA -7.700476 -6.743651 NA -2.356645 NA NA
## 1358 NA -7.141780 -8.472010 NA NA NA NA
## 1448 -5.201188 -7.435845 -6.906850 NA NA NA NA
## 1899 -6.594848 -8.389929 -6.037107 NA -5.605251 NA NA
## 1939 NA NA NA NA NA -18.557509 NA
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## 347 -5.604504 -7.349595 NA NA NA NA NA
## 743 -5.963767 -7.229406 -7.335046 NA NA NA NA
## 1374 NA -8.663042 NA NA NA NA NA
## 1376 NA NA -7.905103 NA -5.315043 NA NA
## 14871 NA -7.385388 NA NA NA NA NA
## 1509 NA -8.089926 -5.709705 NA NA NA NA
## 1874 NA NA NA NA NA -9.661315 NA
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## 711 -4.572750 -7.570465 -6.475651 NA NA NA NA
## 10421 -6.299472 -7.920063 -8.037998 NA NA NA NA
## 1161 NA NA NA NA -6.574096 NA NA
## 1235 NA -9.016854 NA NA NA NA NA
## 1300 NA NA NA NA NA NA NA
## 1320 NA -8.313573 -7.515030 NA NA NA NA
## 2238 -6.473584 -7.558200 -7.476014 NA -5.841284 NA NA
## 2569 -5.911376 NA -6.491002 NA -7.424577 NA NA
## 395 NA NA -8.620551 NA NA NA NA
## 1429 -5.137913 -5.514184 -6.424001 NA NA NA NA
## 1440 -5.314769 -8.426999 NA NA NA NA NA
## 1443 NA NA -8.044933 -6.250968 NA NA NA
## 1474 NA -7.755912 NA NA NA NA NA
## 1501 NA -7.765434 -7.472889 NA NA NA NA
## 1502 -5.042599 -5.572055 NA NA NA NA NA
## 1504 NA -8.143085 -8.746427 NA NA NA NA
## 1516 NA NA NA NA -2.625721 NA NA
## 1922 NA -7.682923 NA NA NA NA NA
## 222 NA -7.360230 -6.902845 NA NA NA NA
## 4791 -5.319435 -6.462639 -6.647003 NA -5.696469 NA NA
## 1254 -5.240192 -6.728757 -6.725591 NA NA NA NA
## 1343 NA NA NA NA NA NA NA
## 1671 -6.263508 -8.034139 NA NA NA NA NA
## 1705 -5.571803 -7.786621 NA NA NA NA NA
## 1719 -6.093545 -8.371393 NA NA NA NA NA
## 1830 NA -8.263231 -7.643130 NA NA NA NA
## 1172 NA -7.973397 NA NA NA NA NA
## 11951 -6.250890 -8.359066 -7.027175 NA NA NA -1.4228290
## 1311 -5.768906 -7.325653 NA NA NA NA NA
## 1313 -5.236180 -7.774518 -6.577099 NA NA NA NA
## 1353 NA -6.445263 -8.194542 NA NA NA NA
## 1360 -5.914574 NA -6.876642 NA NA NA -3.3277109
## 1895 NA -8.977593 -6.987047 NA NA NA NA
## 1983 NA NA NA NA NA -10.682830 NA
## 2248 NA NA -7.589932 NA NA NA NA
## 2357 NA -8.021163 -7.297114 NA NA NA NA
## 226 NA -7.874508 -7.490196 NA NA NA NA
## 480 -5.130671 -8.192087 -6.645688 NA -6.456958 NA NA
## 845 -5.909635 -8.187169 -7.233903 NA NA NA NA
## 1552 -6.020711 -8.547908 -6.220478 NA NA NA NA
## 1609 -5.830192 -5.931220 -6.721058 NA NA NA NA
## 1703 NA NA NA NA NA NA NA
## 1728 -5.366612 -6.933412 NA NA NA NA NA
## 2145 NA -7.615637 -5.522073 NA NA NA NA
## 249 NA -7.415371 -6.524950 NA NA NA NA
## 251 -6.688235 -8.187544 NA NA NA NA NA
## 506 -5.829058 NA NA NA -7.344279 NA NA
## 556 -5.894291 -7.461410 -7.801021 NA NA NA NA
## 1208 -6.609844 -7.018641 -7.691807 NA NA NA NA
## 1283 NA -9.354484 NA NA NA NA NA
## 1284 NA -8.575457 NA NA NA NA NA
## 2345 -7.011918 -7.918105 -8.467533 NA NA NA NA
## 2565 -5.907047 -7.368853 NA NA NA NA NA
## 317 -6.030845 NA -6.764016 NA -5.997724 NA NA
## 335 NA -8.345132 -4.717651 NA NA NA NA
## 663 -6.681344 NA -7.842637 NA NA NA NA
## 1333 -6.451832 -8.773864 NA NA NA NA NA
## 1475 NA -8.002377 -7.204258 NA NA NA NA
## 19961 NA NA NA NA NA -14.821934 NA
## 2113 NA -7.675503 NA NA NA NA NA
## 2368 -6.343418 -8.235996 -7.492667 NA NA NA NA
## 22 NA -8.795795 NA NA -5.252309 NA NA
## 63 NA NA NA NA NA NA NA
## 168 -5.858935 -7.617101 -6.790453 NA NA NA NA
## 174 -5.441371 NA NA NA -5.899072 NA NA
## 673 NA -7.914921 -7.226867 NA -7.783689 NA NA
## 1177 -5.189729 -6.856579 -6.281646 NA -6.375606 NA NA
## 1180 NA NA NA NA NA NA NA
## 1260 NA -7.998777 -8.868680 NA NA NA NA
## 1744 -5.208853 -6.938769 NA NA NA NA NA
## 1759 -3.689993 -7.818218 -6.209757 NA NA NA NA
## 2222 -6.408523 -7.410849 NA NA NA NA NA
## 2362 -6.066550 NA -7.765544 NA NA NA NA
## 2530 NA -8.178814 NA NA NA NA NA
## 2600 -5.444747 -7.509798 -7.017995 NA NA NA NA
## 2641 NA -8.432455 -7.728107 NA NA NA NA
## 7581 NA -9.482789 NA NA -7.344369 NA NA
## 1178 -4.915425 -7.265872 -5.982246 NA NA NA NA
## 1287 NA -8.361991 -8.094805 NA -6.173796 NA NA
## 1445 NA -7.963784 -6.947113 NA NA NA NA
## 19561 NA NA -6.918713 NA NA NA NA
## 2229 NA -7.660359 -7.403409 NA NA NA NA
## 2246 -5.912760 -7.377432 -6.975020 NA NA NA NA
## 2312 -6.268279 NA -8.046073 NA -8.048872 NA NA
## 2412 NA -8.107995 -7.503841 NA NA NA NA
## 173 NA -8.800038 -6.339570 NA NA NA NA
## 315 NA -7.833358 -6.254654 NA NA NA NA
## 376 NA -10.471863 NA NA NA NA NA
## 1630 NA NA NA NA NA -13.157723 NA
## 1646 -5.152577 -7.379989 -7.131462 NA NA NA NA
## 1683 NA -6.696915 NA NA NA NA -4.6649278
## 1891 -5.680992 -8.025225 -7.494495 NA NA NA NA
## 1930 -4.213348 NA -8.203013 NA -4.723535 NA NA
## 2007 -7.254436 -8.938922 NA NA NA NA NA
## 2252 -6.403483 -8.027435 -8.072940 NA NA NA NA
## 2471 NA -7.788243 -6.130004 NA NA NA NA
## 2511 NA -6.987368 NA NA NA NA NA
## 152 -5.812242 -7.597093 NA NA -6.402351 NA NA
## 307 -5.334508 NA NA NA NA NA NA
## 414 -5.823369 -8.334530 NA NA -5.195765 NA NA
## 1185 NA -8.316109 -6.545207 NA -6.727611 NA NA
## 1331 -5.886963 NA -7.692612 NA -6.463905 NA NA
## 1351 NA -6.213589 -7.951576 NA NA NA NA
## 1565 NA -9.459113 NA NA NA -15.866977 NA
## 1718 NA NA -5.524144 NA NA NA NA
## 1808 NA NA NA NA NA -16.811323 NA
## 2013 -6.296661 -7.702716 -7.930589 NA NA NA NA
## 2031 NA NA NA NA NA -10.900717 NA
## 2090 -5.530322 -7.688984 -7.207683 NA NA NA NA
## 598 -5.917668 NA -7.278634 NA -5.669922 NA NA
## 1155 -5.928713 -6.112395 NA NA NA NA NA
## 13581 NA -7.141780 -8.472010 NA NA NA NA
## 1533 NA -8.471982 -7.608576 NA -6.684066 NA NA
## 2025 -5.385442 -7.873924 -6.763069 NA -6.829727 NA NA
## 2035 NA -9.020390 -7.407927 NA NA NA NA
## 2307 -5.593322 -7.399952 -6.387522 NA NA NA NA
## 2498 NA NA -6.220933 NA -6.710759 NA NA
## 5321 NA NA -7.080462 NA -7.687160 NA NA
## 975 NA -8.136291 -7.418633 NA NA NA NA
## 1040 -5.115311 NA -7.126457 NA NA NA NA
## 1214 NA -8.777440 NA NA -6.178247 NA NA
## 1612 NA NA NA NA NA NA NA
## 2006 NA NA NA NA NA NA NA
## 2338 -7.267217 -9.775545 -7.963711 NA -6.857940 NA NA
## 2504 -7.539241 -9.037968 NA NA NA NA NA
## 2536 NA -9.080892 -7.376556 NA NA NA NA
## 279 NA -8.367802 -6.186172 NA NA NA NA
## 351 NA NA NA NA -6.984242 NA NA
## 1336 NA -8.561631 -6.330391 NA NA NA NA
## 13492 -5.030704 -7.412452 -6.749032 NA NA NA NA
## 1356 NA -7.790555 NA NA NA NA NA
## 1417 -5.876210 -8.074195 -7.391518 NA NA NA NA
## 15091 NA -8.089926 -5.709705 NA NA NA NA
## 1542 -5.672410 -9.948255 NA NA -5.891446 NA NA
## 2055 NA -7.538930 -7.053668 NA NA NA NA
## 2273 -6.533938 -7.922369 NA NA NA NA NA
## 2499 -5.939543 -7.704237 -7.332714 NA NA NA NA
## 2566 -5.767506 -7.481984 -6.913345 NA -8.031598 NA NA
## 51 -6.096737 -9.635336 -8.381436 NA -7.362796 NA NA
## 365 -7.096155 -7.756386 NA NA NA NA NA
## 552 NA -8.085004 NA NA NA NA NA
## 630 -5.043680 -7.349152 -5.814875 NA -5.381337 NA NA
## 1493 NA -6.711012 NA NA NA NA NA
## 1506 NA -7.748174 NA NA -5.683369 NA NA
## 1514 NA NA NA NA NA NA NA
## 1925 NA -6.957347 NA NA NA NA NA
## 2349 -7.571104 -8.370746 NA NA NA NA NA
## 2413 -5.093138 NA -8.583211 NA NA NA NA
## 2629 -6.427033 -7.488013 -6.716314 NA NA NA NA
## 48 NA NA NA NA NA NA NA
## 246 -5.229781 -5.469122 -6.600453 NA NA NA NA
## 1428 NA NA -6.613245 NA NA NA NA
## 14872 NA -7.385388 NA NA NA NA NA
## 1503 -5.737944 -8.258674 NA NA NA NA NA
## 16981 NA -7.584662 -6.593736 NA NA NA NA
## 1700 -4.460505 -3.340059 NA NA NA NA -0.6463055
## 2169 NA NA NA NA NA -9.193464 NA
## 2178 NA -7.380499 -8.065920 NA NA NA NA
## 2626 NA -8.779209 -7.538739 NA NA NA NA
## 3951 NA NA -8.620551 NA NA NA NA
## 1270 NA -9.209931 NA NA -6.225634 NA NA
## 1315 NA NA -7.685148 NA NA NA NA
## 1381 NA -7.949644 -7.208279 NA NA NA NA
## 16531 NA NA NA NA NA NA NA
## 1661 -6.018023 -7.856276 -7.433795 NA NA NA NA
## 2027 NA -6.746904 -6.356973 NA NA NA NA
## 2128 NA NA -6.702232 NA NA NA NA
## 1220 -6.178499 -7.147083 -7.747310 NA NA NA NA
## 1369 NA NA NA NA NA -10.195046 NA
## 1392 -6.590529 -8.298011 NA NA NA NA NA
## 1751 NA -8.254354 -5.994026 NA NA NA NA
## 1988 -6.535353 -7.367275 NA NA NA NA NA
## 2153 NA -8.093723 -7.594162 NA NA NA NA
## 2167 NA NA -6.265995 NA NA NA NA
## 2437 NA -8.896514 -8.158591 NA NA NA NA
## 2454 -5.666897 -7.579357 -7.140580 NA NA NA NA
## 2578 -5.707481 NA NA NA -7.890440 NA NA
## 1097 -5.760302 -7.673908 -6.677944 NA NA NA NA
## 1209 -7.023344 NA NA NA NA NA NA
## 1335 NA -8.204107 -6.040210 NA NA NA NA
## 1975 NA -8.878801 NA NA NA NA NA
## 2187 NA NA -6.268891 NA -5.894485 NA NA
## 2259 NA -7.700654 NA NA NA NA NA
## 2341 NA -9.992689 -7.371123 NA NA NA NA
## 2453 -6.477584 -9.581538 -6.669389 NA NA NA NA
## 2522 NA -8.590813 NA NA NA NA NA
## 574 -5.387112 NA -7.725979 NA -5.618511 NA NA
## 590 NA -7.779286 -7.392944 NA NA NA NA
## 983 -6.019212 -7.916529 NA NA NA NA NA
## 1013 -5.667369 NA -7.066013 -10.608431 -6.456938 NA NA
## 2076 NA NA NA NA NA -18.645366 NA
## 2158 -5.467082 -6.905338 NA NA NA NA NA
## 2177 -5.802012 -7.526248 -6.669631 NA NA NA NA
## 2324 NA -8.280388 NA NA NA NA NA
## 182 -6.454504 -8.538163 -7.153104 NA -6.066532 NA NA
## 212 -6.153786 NA -7.745637 NA -6.670691 NA NA
## 333 -6.416407 -8.230641 -7.959287 NA NA NA NA
## 609 NA NA -6.959100 NA NA NA NA
## 1162 -5.299328 NA -5.875430 NA -7.155103 NA NA
## 1286 -6.738909 -8.259631 NA NA NA NA NA
## 1426 -5.135894 NA NA NA NA NA NA
## 1611 -5.416782 -7.953044 -7.164198 NA NA NA NA
## 1882 NA -6.706965 -7.459861 NA NA NA NA
## 1958 -4.827181 -7.411925 -6.394717 NA NA NA NA
## 2038 NA -6.966627 NA NA NA NA NA
## 2467 -6.784867 -8.334487 NA NA NA NA NA
## 756 NA NA -6.873113 NA NA NA NA
## 780 NA -8.132917 -7.425450 NA NA NA NA
## 991 -5.266414 -7.773085 -6.556167 NA NA NA NA
## 1305 NA -7.092250 -6.924751 NA NA NA NA
## 1373 NA NA NA NA NA NA NA
## 1459 NA -7.463284 -6.873451 NA -6.038685 NA NA
## 1594 NA NA NA NA NA NA NA
## 1860 NA NA NA NA NA -12.756990 NA
## 613 -6.161680 -8.254413 -6.258057 NA NA NA NA
## 1108 -6.038617 -7.536615 -7.335672 NA NA NA NA
## 2279 NA -7.915876 NA NA NA NA NA
## 2310 NA NA NA NA NA NA NA
## 2333 -5.850501 NA NA NA NA NA NA
## 2348 -5.790581 NA -6.923053 NA NA NA NA
## 2372 -6.923685 -8.499992 -7.871884 NA NA NA NA
## 2526 -5.569102 -10.063057 NA NA NA NA NA
## 2574 -5.622447 -9.514810 NA NA -8.119077 NA NA
## 111 -6.048502 -8.081265 -7.249896 NA NA NA NA
## 1438 -5.998412 -8.376606 NA NA NA NA NA
## 15041 NA -8.143085 -8.746427 NA NA NA NA
## 1811 NA NA NA NA NA -8.310037 NA
## 2092 -5.684062 NA -7.412887 NA -4.824857 NA NA
## 2131 NA NA NA NA NA -13.696087 NA
## 2410 NA -7.952405 -7.669649 NA NA NA NA
## 2539 NA NA -7.686127 NA NA NA NA
## 1111 -6.048502 -8.081265 -7.249896 NA NA NA NA
## 14381 -5.998412 -8.376606 NA NA NA NA NA
## 15042 NA -8.143085 -8.746427 NA NA NA NA
## 18111 NA NA NA NA NA -8.310037 NA
## 20921 -5.684062 NA -7.412887 NA -4.824857 NA NA
## 21311 NA NA NA NA NA -13.696087 NA
## 24101 NA -7.952405 -7.669649 NA NA NA NA
## 25391 NA NA -7.686127 NA NA NA NA
## 529 NA NA NA NA NA NA NA
## 638 -5.919234 -6.823135 -6.871089 NA NA NA NA
## 951 NA -7.848443 NA NA -5.858205 NA NA
## 1505 NA NA NA NA NA NA NA
## 1614 NA -7.810438 NA NA -6.873909 NA NA
## 1927 -5.918769 NA -7.865453 NA -5.536519 NA NA
## 2481 NA NA -7.241421 NA NA NA NA
## 2590 NA NA -7.065073 NA -6.862710 NA NA
## 467 NA -6.565631 -7.769103 NA NA NA NA
## VAA_ST VAA_FS VAA_KC VAA_SV VAA_NA VAA_FO VAA_KN VAA_SC
## 479 NA NA NA NA NA NA NA NA
## 532 NA NA NA NA NA NA NA NA
## 1032 NA NA NA NA NA NA NA NA
## 1042 NA NA NA NA NA NA NA NA
## 1047 NA NA NA NA NA NA NA NA
## 1964 -8.043058 NA NA NA NA NA NA NA
## 2148 NA NA NA NA NA NA NA NA
## 2154 NA NA NA NA NA NA NA NA
## 2192 -6.321652 NA NA NA NA NA NA NA
## 2241 NA NA NA NA NA NA NA NA
## 447 NA -8.035338 NA NA NA NA NA NA
## 490 NA NA -9.101946 NA NA NA NA NA
## 496 NA NA NA NA NA NA NA NA
## 923 NA NA -9.154909 NA NA NA NA NA
## 1038 NA NA NA NA NA NA NA NA
## 1960 NA NA NA NA NA NA NA NA
## 1984 NA -6.800109 NA NA NA NA NA NA
## 1996 NA NA NA NA NA NA NA NA
## 2009 NA NA NA NA NA NA NA NA
## 2051 NA NA NA NA NA NA NA NA
## 2085 -7.186719 -7.494193 NA NA NA NA NA NA
## 342 NA NA NA NA NA NA NA NA
## 362 -8.515428 -8.268034 NA NA NA NA NA NA
## 896 NA NA NA NA NA NA NA NA
## 1195 NA NA NA NA NA NA NA NA
## 1389 NA NA NA NA NA NA NA NA
## 1393 NA NA NA NA NA NA NA NA
## 1463 NA NA NA NA NA NA NA NA
## 1767 NA NA NA NA NA NA NA NA
## 2587 NA NA NA NA NA NA NA NA
## 2607 -7.715550 NA NA NA NA NA NA NA
## 137 NA NA NA NA NA NA NA NA
## 258 NA NA -11.359082 NA NA NA NA NA
## 377 NA NA NA NA NA NA NA NA
## 1581 NA NA NA NA NA NA NA NA
## 1640 NA NA NA NA NA NA NA NA
## 2382 NA NA NA NA NA NA NA NA
## 2503 NA NA NA NA NA NA NA NA
## 2622 NA NA NA NA NA NA NA NA
## 69 NA NA NA NA NA NA NA NA
## 136 NA NA NA NA NA NA NA NA
## 1101 NA NA NA NA NA NA NA NA
## 1268 NA NA -10.360080 NA NA NA NA NA
## 1279 NA NA NA NA NA NA NA NA
## 1308 NA NA -11.283924 NA NA NA NA NA
## 1324 NA NA NA NA NA NA NA NA
## 1330 NA NA NA NA NA NA NA NA
## 2104 NA NA NA NA NA NA NA NA
## 2314 NA NA NA NA NA NA NA NA
## 2381 NA NA NA NA NA NA NA NA
## 55 NA NA NA NA NA NA NA NA
## 1153 NA NA NA NA NA NA NA NA
## 1439 NA NA NA NA NA NA NA NA
## 1617 NA NA NA NA NA NA NA NA
## 1653 NA NA NA NA NA NA NA NA
## 1737 NA NA NA NA NA NA NA NA
## 1926 NA NA NA NA NA NA NA NA
## 2300 NA NA NA NA NA NA NA NA
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## 2294 NA NA 0.714498601 1.372001268 1.9832304 NA
## 805 4.14592075 NA 1.890904626 0.488519390 NA 2.176840e-01
## 1563 NA NA 0.766303269 NA 3.5281220 2.324857e-01
## 1576 NA 2.3459318 NA NA NA NA
## 1578 NA NA 1.481475011 NA 2.6165486 NA
## 1588 2.69353331 NA NA NA 2.9669543 NA
## 1606 NA NA 1.062217810 NA NA 2.410172e-04
## 1644 NA 1.3916490 NA NA NA NA
## 1650 NA NA 1.724551755 NA 4.9929958 NA
## 1655 2.55162044 2.0899519 NA NA NA NA
## 1679 NA NA 0.929647253 NA 3.3370684 -7.679074e-01
## 1698 NA NA 1.766206568 NA 3.1299639 3.480108e-01
## 1712 NA 0.7086224 NA NA NA NA
## 1722 NA NA 3.401514479 1.852286992 5.5607631 6.597828e-01
## 1745 NA NA -0.268107471 -0.547091300 3.1076762 -7.268255e-01
## 2562 NA NA -1.940127444 NA -3.5190064 -2.518129e+00
## 366 1.46756523 NA 0.617349318 NA 2.1784868 -1.582496e-01
## 389 NA NA 0.437477919 -0.763437691 2.3167965 -5.386824e-01
## 424 4.53239539 NA 2.204817700 1.009028399 3.3556818 NA
## 1627 NA 1.7263639 NA NA NA NA
## 1668 NA NA NA 0.634167254 3.8073056 -1.875957e+00
## 2123 NA 1.9158934 NA NA NA NA
## 2146 NA NA 1.302577873 0.268305740 3.3050448 1.399604e+00
## 21811 NA NA 0.594609464 NA 2.2207308 NA
## 231 3.20322323 NA 1.215010526 NA 2.6023065 3.146427e-01
## 592 NA NA -2.372808793 -1.562723236 -4.9433828 -1.564068e+00
## 813 2.68861846 NA 1.121459371 NA 2.9389448 6.184236e-01
## 1088 -2.69243710 NA 0.088326449 NA NA 1.217188e+00
## 1449 NA NA 1.465738925 0.577459532 3.5477776 9.563342e-01
## 1670 NA NA 1.066498637 -0.307424355 3.0576992 6.024393e-01
## 1945 NA NA 2.164861582 0.869103780 4.5832253 NA
## 2306 -3.97121714 -2.4399355 NA NA NA -1.215474e+00
## 2527 NA NA NA -0.573913642 -2.9534264 -4.833125e-02
## 340 NA NA 2.742887729 1.328617569 NA 9.907386e-01
## 429 2.65031986 NA 1.217236338 0.018791093 3.9446358 -1.337401e-01
## 807 2.37880520 NA 0.937104055 NA 2.8139143 1.191982e-01
## 9231 NA NA 1.660084467 -0.067020552 3.2739521 4.314922e-01
## 1867 2.86298923 NA 0.699011607 NA NA 1.205064e+00
## 1956 2.90140254 NA 1.641188707 NA NA 5.619054e-01
## 2334 -1.65369203 NA -1.675578198 -0.391939272 -1.7077214 NA
## 2450 NA NA -3.480877582 -2.144167852 -5.6015109 -2.763498e+00
## 372 NA NA 2.352922222 1.062031494 3.8627317 7.644029e-01
## 412 NA NA 1.206592184 NA NA 4.943371e-01
## 775 3.50007337 NA 1.324551800 NA 3.4006060 7.613663e-01
## 1358 4.12904783 NA 1.161573106 NA 2.4435741 1.357922e+00
## 1448 NA NA 1.350712835 1.670398318 4.0646853 8.590944e-01
## 1899 2.78307223 NA 1.484776712 0.087600179 5.1903772 8.182698e-02
## 1939 NA 1.5297760 NA NA NA NA
## 2302 NA NA -1.622634100 -0.314962884 -3.8997041 NA
## 347 NA NA 1.154227105 0.161027144 2.9059192 NA
## 743 2.81525568 NA 1.350154163 0.341320892 2.6981910 5.899702e-01
## 1374 NA NA 0.766904981 NA 1.8077304 NA
## 1376 0.04569396 NA -0.048491019 NA NA -1.302247e+00
## 14871 4.85637424 NA 1.687422214 NA 4.4844854 NA
## 1509 NA NA 0.539210919 NA 2.0037420 5.099840e-02
## 1874 NA 0.2540832 NA NA NA NA
## 2270 NA NA -0.091710128 NA 2.2887277 -1.025860e+00
## 711 NA NA 0.913966719 0.257275855 3.5590154 3.204177e-01
## 10421 NA NA -2.761093141 -1.726661074 -4.5489017 -2.051141e+00
## 1161 NA NA 1.275860183 NA NA NA
## 1235 3.25662045 NA 1.365549136 NA 2.6925240 NA
## 1300 NA 1.6959511 NA NA NA NA
## 1320 NA NA -0.056362556 NA 2.1629873 -7.662521e-01
## 2238 NA NA NA 1.145860637 4.2067935 1.121193e+00
## 2569 NA NA -1.621950813 -1.015002068 NA -3.763497e-01
## 395 NA NA 1.758964404 NA NA 7.399828e-01
## 1429 NA NA 3.111587913 2.555217661 6.3878554 2.858091e+00
## 1440 NA NA 2.166625331 -0.429144274 3.7024979 NA
## 1443 3.68221689 NA 1.985975307 NA NA 5.944290e-01
## 1474 NA NA 1.237334356 NA 3.6870936 NA
## 1501 NA NA 0.960097487 NA 2.7608964 4.911133e-02
## 1502 NA NA 2.236173648 1.712152315 5.3734047 NA
## 1504 NA NA 1.277545666 NA 4.2541034 1.240522e+00
## 1516 1.28487838 NA 1.284331811 NA NA NA
## 1922 NA NA 1.292352929 NA 2.8620104 NA
## 222 2.75068758 NA 0.893049389 NA 3.3582098 -4.347267e-01
## 4791 NA NA 0.941673595 -0.133927775 3.9385803 -2.131247e-02
## 1254 2.72550300 NA 0.387392222 -0.666220473 2.2325578 -4.410985e-01
## 1343 2.25552839 2.9079684 NA NA NA NA
## 1671 NA NA NA 0.399605040 3.4077800 NA
## 1705 3.13325238 NA 1.089344731 1.648310705 3.7802234 NA
## 1719 NA NA 1.546520311 -0.106495284 2.6198758 NA
## 1830 NA NA 2.101382726 NA 3.4112995 1.038819e+00
## 1172 1.94809634 NA 1.335533559 NA 2.7223107 NA
## 11951 NA NA 2.993340746 1.198514462 4.4070491 9.281329e-01
## 1311 3.34957250 NA 1.128435118 0.530933944 3.4060674 NA
## 1313 NA NA 1.095623084 -0.266757779 2.6530242 3.341514e-01
## 1353 NA NA 1.015690231 NA 4.1596897 7.858891e-01
## 1360 4.31397273 NA 1.472373132 1.145273930 NA 1.612172e+00
## 1895 NA NA 1.248067230 NA 2.0108112 -8.013053e-02
## 1983 NA -0.6560229 NA NA NA NA
## 2248 NA NA 1.964219030 NA NA 1.167869e+00
## 2357 -3.99219476 NA -1.875259209 NA -4.4424172 -1.367519e+00
## 226 2.66426147 NA 1.042454632 NA 1.8036144 5.841555e-02
## 480 NA NA 1.179543749 -0.723838694 3.5959783 3.060430e-01
## 845 3.14696463 NA 1.495312073 0.750014513 3.2588820 4.439540e-01
## 1552 NA NA -0.558023534 0.075401519 1.6441517 -2.330604e-01
## 1609 4.57470168 NA 1.681245357 0.330238368 3.7481272 4.322529e-01
## 1703 1.17838153 1.3891349 NA NA NA NA
## 1728 NA NA 1.030243145 0.666182133 2.8877622 NA
## 2145 NA NA 1.688365056 NA 2.9682372 -1.309974e+00
## 249 3.25485954 NA 1.823010216 NA 4.0010828 8.505658e-01
## 251 2.96337587 NA 0.662632151 -0.334127541 2.7737195 NA
## 506 NA NA NA -1.023496705 NA NA
## 556 -2.23008386 NA -1.303282736 0.603647753 -2.8957967 3.195651e-01
## 1208 NA NA 2.094213532 1.067441431 5.0800022 1.436241e-01
## 1283 NA NA 2.008601197 NA 4.3590428 NA
## 1284 2.95175179 NA 0.158650070 NA 2.3261022 NA
## 2345 NA NA -1.614057957 -0.628385346 -4.2218709 -4.427100e-01
## 2565 NA NA -1.415183942 -1.034112762 -2.9148281 NA
## 317 NA NA 1.327905839 0.067383657 NA 5.963701e-01
## 335 NA NA 1.127393416 NA 3.3463295 -2.537670e-02
## 663 -5.15460909 NA -1.925589450 -1.046371923 NA -1.381154e+00
## 1333 NA NA 2.860703840 1.568977516 4.9481425 NA
## 1475 NA NA 1.349650290 NA 3.0146202 1.059154e+00
## 19961 NA 1.0618433 NA NA NA NA
## 2113 1.05837114 NA -0.006297401 NA 1.3864169 NA
## 2368 NA NA NA -0.957542124 -4.6457969 -2.344351e-01
## 22 NA NA 0.422718257 NA 4.5904856 NA
## 63 NA NA 1.457272128 NA NA NA
## 168 3.04265057 NA 1.741356811 0.485547512 3.5326683 3.885105e-01
## 174 2.32465915 NA 0.275040948 -0.018227300 NA NA
## 673 -1.45944904 NA -0.844921634 NA -2.1280753 3.320241e-01
## 1177 NA NA 0.598443268 -0.577379846 2.2587688 -3.616241e-01
## 1180 NA NA 2.482496362 NA NA NA
## 1260 NA NA 0.031908237 NA 1.7960260 -1.226659e+00
## 1744 NA NA 1.202034543 -0.041764477 2.3789004 NA
## 1759 3.44367790 NA 1.622446804 1.428207456 3.6277468 5.949900e-01
## 2222 NA NA NA 0.719455504 3.3686582 NA
## 2362 -3.05716387 NA -1.627667755 -0.022380217 NA -1.169235e+00
## 2530 -6.16484552 NA -2.257419522 NA -4.4025865 NA
## 2600 NA NA -1.214915446 -0.342557274 -2.6546221 -7.894394e-01
## 2641 NA NA -0.404566675 NA -2.6705428 9.193199e-02
## 7581 3.03104047 NA 1.693427041 NA 2.1839911 NA
## 1178 NA NA 2.639411297 1.421375085 5.8777490 -1.766997e-01
## 1287 1.06064710 NA 0.360603091 NA 2.2881960 -4.181656e-01
## 1445 NA NA NA NA 1.5804021 1.675261e+00
## 19561 2.90140254 NA 1.641188707 NA NA 5.619054e-01
## 2229 NA NA 1.336894382 NA 3.5958543 5.134415e-01
## 2246 NA NA 1.123280883 0.782590468 3.6247292 9.888398e-01
## 2312 NA NA 0.340842764 1.006556551 NA 1.039210e+00
## 2412 NA NA 0.062562092 NA -1.7217372 6.335471e-01
## 173 2.14781107 NA 0.961598473 NA 2.1733100 -8.371808e-01
## 315 NA NA 1.716210534 NA 3.4803935 3.962148e-01
## 376 NA NA 0.410615485 NA 1.0092701 NA
## 1630 NA 1.1748629 NA NA NA NA
## 1646 NA NA 0.334210618 -0.003842204 3.3581494 -8.716866e-01
## 1683 NA NA 0.685895528 NA 3.0879577 NA
## 1891 NA NA 2.018650130 0.325108263 3.4343420 -1.193596e-01
## 1930 NA NA NA 2.422919376 NA 1.425675e+00
## 2007 NA NA 0.659325585 -0.540192688 1.6073316 NA
## 2252 NA NA NA 1.419560018 4.2238361 3.252833e+00
## 2471 NA NA -2.076604474 NA -3.8806945 -8.038392e-01
## 2511 -4.17848229 NA -2.596603206 NA -3.6381499 NA
## 152 NA NA 0.565421541 0.040030146 3.2200433 NA
## 307 NA NA 4.029890530 2.825156204 NA NA
## 414 NA NA 0.764084822 -0.393472536 2.7080356 NA
## 1185 NA NA 0.682313995 NA 4.1303675 -1.041571e-01
## 1331 3.00721286 NA 0.973318814 -0.565203413 NA -3.850459e-01
## 1351 2.39213229 NA 0.133556701 NA 1.8811866 -1.138997e-01
## 1565 3.22916241 1.2846227 0.098517816 NA 4.4208623 NA
## 1718 NA 0.8598893 NA NA NA 7.605639e-01
## 1808 3.86736297 0.3545170 NA NA NA NA
## 2013 3.68416207 NA 1.751273643 -1.172935388 3.2876114 7.584237e-02
## 2031 NA 0.7048781 NA NA NA NA
## 2090 NA NA 0.406042471 -1.034433377 2.1370893 -2.041130e-01
## 598 -4.19968023 NA -1.338448073 -0.965730703 NA -5.862237e-01
## 1155 NA NA 1.711089713 1.843966894 4.2640502 NA
## 13581 4.12904783 NA 1.161573106 NA 2.4435741 1.357922e+00
## 1533 NA NA 1.233351520 NA 3.1863613 6.170275e-01
## 2025 NA NA 1.137350193 -0.231762364 3.4179700 -5.206935e-01
## 2035 NA NA 1.088036459 NA 2.2528738 6.648329e-01
## 2307 NA NA -2.538570261 -1.685916050 -4.7596915 -9.811658e-01
## 2498 -2.69663429 NA -1.235043374 NA NA 8.563620e-02
## 5321 -2.79514512 NA -0.985289071 NA NA -5.516859e-01
## 975 2.30990203 NA NA NA 3.5790583 -3.100522e-01
## 1040 -3.19222359 NA -1.926277415 -0.498108405 NA -4.687481e-01
## 1214 NA NA 0.832427478 NA 4.0950804 NA
## 1612 NA 0.2707024 NA NA NA NA
## 2006 NA 1.3986564 NA NA NA NA
## 2338 NA NA -1.565425728 0.181097596 -1.5442362 1.975704e-01
## 2504 NA NA NA -1.452036644 -5.1965794 NA
## 2536 -3.55222854 NA -1.681289928 NA -5.0765053 -1.245984e+00
## 279 NA NA 1.079354261 NA 3.4256913 1.440967e-01
## 351 2.89100155 NA 1.129797190 NA NA NA
## 1336 NA NA 1.012596633 NA 2.7010322 -1.553177e-01
## 13492 NA NA 0.088424634 -0.041258864 2.8425226 3.464596e-01
## 1356 NA NA -0.376809239 NA 1.4502502 NA
## 1417 NA NA 0.511161200 -0.828468510 1.9782438 -9.374930e-01
## 15091 NA NA 0.539210919 NA 2.0037420 5.099840e-02
## 1542 NA NA NA 0.072724739 1.8725804 NA
## 2055 1.74354906 NA 0.255240582 NA 2.5540387 -7.855589e-01
## 2273 NA NA NA -0.850693555 3.5521334 NA
## 2499 NA NA -1.534666922 -0.631907727 -3.8691939 -3.194323e-01
## 2566 NA NA -0.920694160 -0.536926864 -2.4338166 -4.905497e-01
## 51 3.46974606 NA 1.886964266 1.246986657 3.4391752 1.214546e+00
## 365 NA NA 0.173688325 -0.991234177 1.2491573 NA
## 552 NA NA -1.600962800 NA -2.5132902 NA
## 630 NA NA -1.014682197 -0.794188049 -3.9869379 3.597188e-01
## 1493 NA NA 0.237512307 NA 4.4881232 NA
## 1506 NA NA 0.542224023 NA 1.7094810 NA
## 1514 NA 1.5283250 NA NA NA NA
## 1925 NA NA 0.508089255 NA 2.5003286 NA
## 2349 NA NA -1.574475595 -0.638203999 -3.3105868 NA
## 2413 NA NA -0.885228868 -1.774006302 NA 5.268028e-01
## 2629 NA NA NA -0.498990755 -4.1135102 -1.081372e+00
## 48 3.38194231 NA 0.713859714 NA NA NA
## 246 NA NA 2.657360646 2.303155808 6.2774085 2.644384e+00
## 1428 NA NA 1.638896977 NA NA 1.751946e+00
## 14872 4.85637424 NA 1.687422214 NA 4.4844854 NA
## 1503 NA NA 1.099672314 -0.170683462 1.7644245 NA
## 16981 NA NA 1.766206568 NA 3.1299639 3.480108e-01
## 1700 NA NA 2.906302050 2.944093394 5.4033906 NA
## 2169 3.19133797 0.6149147 NA NA NA NA
## 2178 1.53747879 NA -0.367522285 NA 1.1603150 -1.350186e+00
## 2626 NA NA -1.489951204 NA -6.2599396 -1.451316e+00
## 3951 NA NA 1.758964404 NA NA 7.399828e-01
## 1270 4.00292369 NA NA NA 3.8748870 NA
## 1315 0.73959312 NA 0.106760144 NA NA 2.703592e-02
## 1381 NA NA 0.321288076 NA 3.4596797 3.496681e-02
## 16531 4.93380431 0.7175860 NA NA NA NA
## 1661 4.11052355 NA 2.423151536 0.371622648 3.3373906 5.482953e-01
## 2027 2.66604580 NA 0.708993415 NA 2.4962078 7.998753e-01
## 2128 NA NA 2.109465066 NA NA 5.472473e-01
## 1220 NA NA NA 0.595894472 2.8273704 9.367826e-01
## 1369 NA 2.2024580 NA NA NA NA
## 1392 NA NA -0.466378246 -0.665938533 1.1009755 NA
## 1751 NA NA 2.178926181 NA 3.8354190 9.464574e-01
## 1988 NA NA 0.781588862 -0.137210415 2.1247442 NA
## 2153 NA NA 0.030668982 NA 1.7097793 -8.230245e-01
## 2167 1.69286622 NA 0.466584943 NA NA 1.116346e-01
## 2437 -3.45478800 NA -2.468993255 NA -4.0738027 -9.958959e-01
## 2454 NA NA 0.402329285 1.564312666 -1.2271900 2.143862e+00
## 2578 NA NA NA -0.051703591 NA NA
## 1097 -1.44738463 -1.2934559 -1.651599654 -0.565203299 -2.6676884 3.260579e-01
## 1209 NA NA NA 1.211947100 NA NA
## 1335 3.10832590 NA 1.177004357 NA 2.2231029 -1.714323e+00
## 1975 2.40426301 NA 1.704465520 NA 2.1748486 NA
## 2187 NA NA 1.854644005 NA NA 8.754732e-01
## 2259 2.71533360 NA 0.382111693 NA 2.0920060 NA
## 2341 NA NA -0.974360105 NA -2.7662427 7.600496e-02
## 2453 NA NA -1.310296874 0.211161046 -2.8241211 2.115791e-01
## 2522 -3.63848508 NA -3.230039773 NA -4.2479208 NA
## 574 -5.36738871 NA NA -1.681953884 NA -8.491932e-01
## 590 -3.88002408 NA -1.218679815 NA -3.4533919 -5.138734e-01
## 983 NA NA 0.465137834 0.001090079 1.4231146 NA
## 1013 -4.71141753 NA -2.817037335 -1.958864109 NA -1.882338e+00
## 2076 NA 1.9083736 NA NA NA NA
## 2158 NA NA 1.278067189 -0.415050975 2.1507530 NA
## 2177 NA NA NA -0.193492986 2.8711789 -8.655279e-01
## 2324 NA NA -0.993634185 NA -2.7830846 NA
## 182 3.41175150 NA NA 2.166397236 4.7185295 1.226152e+00
## 212 3.00924763 NA 1.988454465 0.633057154 NA 6.657402e-01
## 333 2.15868195 NA 0.616392212 -0.140228089 2.5506703 -9.502246e-02
## 609 -2.64990817 NA -1.185874823 NA NA -1.298035e-01
## 1162 2.62550829 NA 1.188186386 -0.370118733 NA -6.357477e-01
## 1286 2.10768277 NA 4.162782344 -0.419476198 1.9623137 NA
## 1426 2.58476028 NA 0.677827264 0.162039103 NA NA
## 1611 NA NA 0.734129462 -0.132069804 2.7865840 1.736549e-01
## 1882 NA NA 1.568892215 NA 5.0645007 9.010067e-01
## 1958 NA NA 0.658547965 -0.008489479 3.1393911 -1.709869e-01
## 2038 NA NA 0.712858439 NA 3.0672849 NA
## 2467 NA NA -1.573135640 -0.109302586 -2.8346591 NA
## 756 3.85876268 NA 1.424088232 NA NA 1.361370e+00
## 780 NA NA 1.599888188 NA 3.3789175 6.219576e-01
## 991 NA NA NA 0.563265726 2.6340150 -3.006322e-01
## 1305 2.60836251 NA 0.866411330 NA 3.0275480 -5.500591e-03
## 1373 NA 1.8580799 NA NA NA NA
## 1459 NA NA 0.826246395 NA 2.2252721 3.436534e-01
## 1594 3.76887293 1.7535040 NA NA NA NA
## 1860 NA 1.4244804 NA NA NA NA
## 613 NA NA -1.862813939 -0.427552676 -3.8514117 -9.432282e-01
## 1108 -2.21342276 NA -1.479679607 0.287051152 -2.4188306 4.208027e-01
## 2279 NA NA 1.384583634 NA 2.6223296 NA
## 2310 -4.12297819 -1.5997900 NA NA NA NA
## 2333 -3.99852530 NA -2.661054245 -2.360223576 NA NA
## 2348 -5.50803908 NA -2.577876817 -1.698516191 NA -1.866668e+00
## 2372 NA NA NA -0.855153940 -4.6155479 -1.448253e+00
## 2526 NA NA NA 1.034776316 -2.2437742 NA
## 2574 NA NA -2.066208776 1.068062651 -3.3679450 NA
## 111 1.64147327 NA 0.526570993 -0.689922306 2.1663310 -1.142524e+00
## 1438 2.33263287 NA 0.716342457 -0.515359018 2.6913887 NA
## 15041 NA NA 1.277545666 NA 4.2541034 1.240522e+00
## 1811 NA 2.0081681 NA NA NA NA
## 2092 NA NA 1.461174880 0.066181439 NA -2.527392e-01
## 2131 NA 1.3210175 NA NA NA NA
## 2410 NA NA -1.192635430 NA -2.4437572 -4.671492e-01
## 2539 NA NA -0.707602627 NA NA 5.797083e-01
## 1111 1.64147327 NA 0.526570993 -0.689922306 2.1663310 -1.142524e+00
## 14381 2.33263287 NA 0.716342457 -0.515359018 2.6913887 NA
## 15042 NA NA 1.277545666 NA 4.2541034 1.240522e+00
## 18111 NA 2.0081681 NA NA NA NA
## 20921 NA NA 1.461174880 0.066181439 NA -2.527392e-01
## 21311 NA 1.3210175 NA NA NA NA
## 24101 NA NA -1.192635430 NA -2.4437572 -4.671492e-01
## 25391 NA NA -0.707602627 NA NA 5.797083e-01
## 529 -2.36303933 NA 0.483922789 NA NA NA
## 638 NA NA NA 0.065230729 -2.4315316 1.421417e-01
## 951 NA NA 1.963960710 NA 4.9585785 NA
## 1505 2.76524707 NA 1.820768248 NA NA NA
## 1614 NA NA 1.958678299 NA 3.3821037 NA
## 1927 3.66246368 NA 1.098961374 0.556614171 NA 1.135743e+00
## 2481 -4.34242335 NA -2.052073321 NA NA -5.109512e-01
## 2590 NA NA -1.941683750 NA NA -8.497612e-01
## 467 NA NA 0.639174392 NA 2.9314545 -3.968219e-01
## HAA_CS HAA_FC HAA_EP HAA_PO HAA_ST HAA_FS
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## 2238 NA NA NA NA NA NA 107.18462 NA
## 2569 NA NA NA NA NA NA 107.00000 NA
## 395 NA NA NA NA NA NA 111.92238 NA
## 1429 NA NA NA NA NA NA 126.85000 NA
## 1440 NA NA NA NA NA NA NA NA
## 1443 NA NA NA NA NA NA 97.95430 96.25833
## 1474 NA NA NA NA NA NA NA NA
## 1501 NA NA NA NA NA NA 98.51613 NA
## 1502 NA NA NA NA NA NA NA NA
## 1504 NA NA NA NA NA NA NA NA
## 1516 NA NA NA NA NA NA NA 94.65686
## 1922 NA NA NA NA NA NA NA NA
## 222 NA NA NA NA NA NA 88.54302 109.44676
## 4791 NA NA NA NA NA NA 77.24591 NA
## 1254 NA NA NA NA NA NA 93.42609 112.53990
## 1343 NA NA NA NA NA NA NA 183.00000
## 1671 NA NA NA NA NA NA NA NA
## 1705 NA NA NA NA NA NA NA 85.78636
## 1719 NA NA NA NA NA NA NA NA
## 1830 NA NA NA NA NA NA 104.74000 NA
## 1172 NA NA NA NA NA NA NA 99.88182
## 11951 NA NA NA NA NA NA 90.96333 NA
## 1311 NA NA NA NA NA NA NA 95.02113
## 1313 NA NA NA NA NA NA 99.01905 NA
## 1353 NA NA NA NA NA NA 114.13043 NA
## 1360 NA NA NA NA NA NA 79.01875 90.69464
## 1895 NA NA NA NA NA NA 104.50556 NA
## 1983 NA NA NA NA NA NA NA NA
## 2248 NA NA NA NA NA NA 93.24933 NA
## 2357 NA NA NA NA NA NA 111.32118 130.60000
## 226 NA NA NA NA NA NA 102.76932 NA
## 480 NA NA NA NA NA NA 95.12996 NA
## 845 NA NA NA NA NA NA 82.33967 103.67199
## 1552 NA NA NA NA NA NA 49.45000 NA
## 1609 NA NA NA NA NA NA 90.40263 103.13103
## 1703 NA NA NA NA 2.432441 NA NA -140.90000
## 1728 NA NA NA NA NA NA NA NA
## 2145 NA NA NA NA NA NA 56.10000 NA
## 249 NA NA NA NA NA NA 92.95161 104.14051
## 251 NA NA NA NA NA NA NA 109.73218
## 506 -2.0658681 NA NA NA NA NA NA 100.40896
## 556 NA NA NA NA NA NA 101.20050 NA
## 1208 NA NA NA NA NA NA 91.19196 NA
## 1283 NA NA NA NA NA NA NA NA
## 1284 NA NA NA NA NA NA NA 113.16608
## 2345 NA NA NA NA NA NA 74.89301 NA
## 2565 NA NA NA NA NA NA NA NA
## 317 NA NA NA NA NA NA 90.36422 NA
## 335 NA NA NA NA NA NA NA NA
## 663 NA NA NA NA NA NA 95.01167 101.29980
## 1333 NA NA NA NA NA NA NA NA
## 1475 NA NA NA NA NA NA 98.90000 NA
## 19961 NA NA NA NA NA NA NA NA
## 2113 NA NA NA NA NA NA NA 97.75349
## 2368 NA NA NA NA NA NA 98.28043 NA
## 22 4.1313621 NA NA NA NA NA NA NA
## 63 3.3222885 NA NA NA NA NA NA NA
## 168 NA NA NA NA NA NA 93.92070 NA
## 174 NA NA NA NA NA NA NA 111.80816
## 673 NA NA NA NA NA NA 93.58894 109.73689
## 1177 NA NA NA NA NA NA 100.53125 NA
## 1180 4.6656212 NA NA NA NA NA NA NA
## 1260 1.3277457 NA NA NA NA NA 109.99718 NA
## 1744 NA NA NA NA NA NA NA NA
## 1759 NA NA NA NA NA NA 95.87209 99.60816
## 2222 NA NA NA NA NA NA NA NA
## 2362 NA NA NA NA NA NA 93.23973 95.04340
## 2530 NA NA NA NA NA NA NA -209.30000
## 2600 NA NA NA NA NA NA 122.10000 NA
## 2641 NA NA NA NA NA NA 82.31538 NA
## 7581 NA NA NA NA NA NA NA 99.75278
## 1178 NA NA NA NA NA NA -79.50000 NA
## 1287 NA NA NA NA NA NA 108.37683 99.29778
## 1445 NA NA NA NA NA NA 300.70000 NA
## 19561 NA NA NA NA NA NA 91.62500 89.27917
## 2229 NA NA NA NA NA NA 95.15281 NA
## 2246 NA NA NA NA NA NA 86.38333 NA
## 2312 -1.7944179 NA NA NA NA NA 103.67391 NA
## 2412 NA NA NA NA NA NA 97.16800 NA
## 173 NA NA NA NA NA NA 86.26988 91.88261
## 315 NA NA NA NA NA NA 95.03453 NA
## 376 1.9734293 NA NA NA NA NA NA NA
## 1630 NA NA NA NA NA NA NA NA
## 1646 NA NA NA NA NA NA 59.82500 NA
## 1683 NA NA NA NA NA NA NA NA
## 1891 NA NA NA NA NA NA 97.28000 NA
## 1930 NA NA NA NA NA NA 100.57778 NA
## 2007 NA NA NA NA NA NA NA NA
## 2252 NA NA NA NA NA NA 61.63333 NA
## 2471 NA NA NA NA NA NA 66.19744 NA
## 2511 NA NA NA NA NA NA NA 97.09583
## 152 NA NA NA NA NA NA NA NA
## 307 NA NA NA NA NA NA NA NA
## 414 NA NA NA NA NA NA NA NA
## 1185 2.9579077 NA NA NA NA NA 95.98816 NA
## 1331 NA NA NA NA NA NA 100.14863 100.42985
## 1351 NA NA NA NA NA NA 115.30000 119.40000
## 1565 NA NA NA NA NA NA NA 24.14500
## 1718 NA NA NA NA NA NA 53.10000 NA
## 1808 NA NA NA NA NA NA NA 258.00000
## 2013 NA NA NA NA NA NA 108.03194 109.93578
## 2031 NA NA NA NA NA NA NA NA
## 2090 NA NA NA NA NA NA 96.07647 NA
## 598 NA NA NA NA NA NA 99.28973 99.78794
## 1155 NA NA NA NA NA NA NA NA
## 13581 NA NA NA NA NA NA 54.40000 63.60000
## 1533 NA NA NA NA NA NA 92.21892 NA
## 2025 NA NA NA NA NA NA 88.84109 NA
## 2035 NA NA NA NA NA NA 91.65357 NA
## 2307 NA NA NA NA NA NA 103.41215 NA
## 2498 NA NA NA NA NA NA 91.76034 88.30000
## 5321 NA NA NA NA NA NA 86.70031 98.81991
## 975 NA NA NA NA NA NA 105.28482 106.24452
## 1040 NA NA NA NA NA NA 90.04437 108.17500
## 1214 NA NA NA NA NA NA NA NA
## 1612 NA NA NA NA NA NA NA NA
## 2006 NA NA NA NA NA NA NA NA
## 2338 NA NA NA NA NA NA 55.55000 NA
## 2504 NA NA NA NA NA NA NA 93.88532
## 2536 NA NA NA NA NA NA 103.20000 88.60000
## 279 NA NA NA NA NA NA 98.09641 NA
## 351 NA NA NA NA NA NA NA NA
## 1336 NA NA NA NA NA NA 75.33333 NA
## 13492 NA NA NA NA NA NA 98.20506 NA
## 1356 NA NA NA NA NA NA NA NA
## 1417 NA NA NA NA NA NA 95.57273 NA
## 15091 NA NA NA NA NA NA 94.88571 NA
## 1542 NA NA NA NA NA NA NA NA
## 2055 NA NA NA NA NA NA 94.96529 107.39600
## 2273 NA NA NA NA NA NA NA NA
## 2499 NA NA NA NA NA NA 82.14182 NA
## 2566 NA NA NA NA NA NA 86.29744 NA
## 51 NA NA NA NA NA NA 87.71547 89.36152
## 365 NA NA NA NA NA NA NA NA
## 552 NA NA NA NA NA NA NA NA
## 630 NA NA NA NA NA NA NA NA
## 1493 NA NA NA NA NA NA NA NA
## 1506 NA NA NA NA NA NA NA NA
## 1514 NA NA NA NA NA NA NA NA
## 1925 NA NA NA NA NA NA NA NA
## 2349 NA NA NA NA NA NA NA NA
## 2413 NA NA NA NA NA NA 65.30000 NA
## 2629 NA NA NA NA NA NA 85.20595 NA
## 48 NA NA NA NA NA NA NA 113.69692
## 246 NA NA NA NA NA NA NA NA
## 1428 NA NA NA NA NA NA 104.82222 NA
## 14872 NA NA NA NA NA NA 90.64054 78.55000
## 1503 NA NA NA NA NA NA NA NA
## 16981 NA NA NA NA NA NA 108.75122 NA
## 1700 NA NA NA NA NA NA NA NA
## 2169 NA NA NA NA NA NA NA 44.70000
## 2178 NA NA NA NA NA NA 107.92243 107.46111
## 2626 NA NA NA NA NA NA 94.40276 NA
## 3951 NA NA NA NA NA NA 111.92238 NA
## 1270 NA NA NA NA NA NA NA 76.80000
## 1315 NA NA NA NA NA NA 116.80000 117.23548
## 1381 NA NA NA NA NA NA 104.32727 NA
## 16531 NA NA NA NA NA NA NA 52.80000
## 1661 NA NA NA NA NA NA 109.05316 95.42000
## 2027 NA NA NA NA NA NA 94.28000 133.45000
## 2128 NA NA NA NA NA NA 97.97231 NA
## 1220 NA NA NA NA NA NA 108.60204 NA
## 1369 NA NA NA NA NA NA -14.60000 NA
## 1392 NA NA NA NA NA NA NA NA
## 1751 NA NA NA NA NA NA 80.46667 NA
## 1988 NA NA NA NA NA NA NA NA
## 2153 NA NA NA NA NA NA 93.83186 NA
## 2167 NA NA NA NA NA NA 99.66719 98.63273
## 2437 NA NA NA NA NA NA 108.14130 87.06071
## 2454 -0.7926106 NA NA NA NA NA 97.32727 88.14118
## 2578 NA NA NA NA NA NA NA NA
## 1097 NA NA NA NA NA NA 90.54286 106.13152
## 1209 NA NA NA NA NA NA NA NA
## 1335 NA NA NA NA NA NA 64.50000 102.10000
## 1975 NA NA NA NA NA NA NA 97.18571
## 2187 NA NA NA NA NA NA 96.46000 NA
## 2259 NA NA NA NA NA NA NA 106.56667
## 2341 NA NA NA NA NA NA 63.17273 NA
## 2453 NA NA NA NA NA NA 52.93333 NA
## 2522 NA NA NA NA NA NA NA 94.97324
## 574 NA NA NA NA NA NA 98.46996 104.22370
## 590 NA NA NA NA NA NA 97.33455 NA
## 983 2.1071732 NA NA NA NA NA NA NA
## 1013 NA NA NA NA NA NA 92.61285 101.39310
## 2076 NA NA NA NA NA NA NA NA
## 2158 NA NA NA NA NA NA NA NA
## 2177 NA NA NA NA NA NA 57.60000 NA
## 2324 NA NA NA NA NA NA NA NA
## 182 NA NA NA NA NA NA 81.18394 99.85176
## 212 NA NA NA NA NA NA 93.60254 99.82426
## 333 NA NA NA NA NA NA 92.78087 94.76441
## 609 NA NA NA NA NA NA 93.06310 96.00787
## 1162 NA NA NA NA NA NA 90.70000 102.67297
## 1286 NA NA NA NA NA NA NA 98.86026
## 1426 NA NA NA NA NA NA NA 107.56579
## 1611 NA NA NA NA NA NA 79.97627 NA
## 1882 NA NA NA NA NA NA 96.25854 NA
## 1958 2.5445206 NA NA NA NA NA 97.13289 NA
## 2038 NA NA NA NA NA NA NA NA
## 2467 NA NA NA NA NA NA 42.10000 NA
## 756 NA NA NA NA NA NA 88.40000 135.50000
## 780 2.6215710 NA NA NA NA NA 90.09818 NA
## 991 NA NA NA NA NA NA 87.55549 NA
## 1305 NA NA NA NA NA NA 108.12895 107.20054
## 1373 NA NA NA NA NA NA NA NA
## 1459 NA NA NA NA NA NA 101.35671 NA
## 1594 NA NA NA NA NA NA NA -19.90000
## 1860 NA NA NA NA NA NA NA NA
## 613 NA NA NA NA NA NA 86.45909 NA
## 1108 NA NA NA NA NA NA 105.65561 105.56341
## 2279 NA NA NA NA NA NA NA NA
## 2310 NA NA NA NA NA NA NA 65.60000
## 2333 NA NA NA NA NA NA NA 99.69885
## 2348 NA NA NA NA NA NA 105.61935 102.35887
## 2372 NA NA NA NA NA NA 85.77215 NA
## 2526 NA NA NA NA NA NA NA NA
## 2574 NA NA NA NA NA NA NA NA
## 111 NA NA NA NA NA NA 92.68130 95.68778
## 1438 NA NA NA NA NA NA NA 104.72258
## 15041 NA NA NA NA NA NA NA NA
## 1811 NA NA NA NA NA NA NA NA
## 2092 NA NA NA NA NA NA 100.38947 NA
## 2131 NA NA NA NA NA NA NA NA
## 2410 NA NA NA NA NA NA 102.81250 110.24444
## 2539 -1.9236935 NA NA NA NA NA 107.85700 NA
## 1111 NA NA NA NA NA NA 92.68130 95.68778
## 14381 NA NA NA NA NA NA NA 104.72258
## 15042 NA NA NA NA NA NA NA NA
## 18111 NA NA NA NA NA NA NA NA
## 20921 NA NA NA NA NA NA 100.38947 NA
## 21311 NA NA NA NA NA NA NA NA
## 24101 NA NA NA NA NA NA 102.81250 110.24444
## 25391 -1.9236935 NA NA NA NA NA 107.85700 NA
## 529 NA NA NA NA NA NA NA NA
## 638 NA NA NA NA NA NA 100.30646 NA
## 951 NA NA NA NA NA NA NA NA
## 1505 NA NA NA NA NA NA NA 100.67097
## 1614 NA NA NA NA NA NA NA NA
## 1927 NA NA NA NA NA NA 97.52593 102.35192
## 2481 NA NA NA NA NA NA 91.36727 101.61200
## 2590 NA NA NA NA NA NA 104.28889 NA
## 467 NA NA NA NA NA NA 112.55664 NA
## Pit_plus_FA Pit_plus_SI Pit_plus_SL Pit_plus_KC Pit_plus_FC Pit_plus_FS
## 479 87.92610 101.77532 115.63753 NA 91.36304 NA
## 532 99.82187 NA NA NA 99.56130 NA
## 1032 NA 100.98539 NA NA NA NA
## 1042 95.89412 101.49167 109.66000 NA NA NA
## 1047 104.90000 NA 97.10000 NA NA NA
## 1964 88.13151 82.26296 96.76291 NA NA NA
## 2148 NA NA NA NA NA NA
## 2154 NA NA NA NA NA NA
## 2192 NA 98.87500 113.08889 NA 104.17895 NA
## 2241 113.24118 93.70390 92.27222 NA NA NA
## 447 98.19709 89.13542 102.63169 NA NA 110.26690
## 490 93.98485 94.78532 NA 90.23562 92.38881 NA
## 496 94.62153 83.73074 NA NA 91.32355 NA
## 923 102.28259 90.85714 103.88724 143.65000 NA NA
## 1038 68.46019 91.54204 NA NA NA NA
## 1960 NA NA NA NA NA NA
## 1984 88.13000 NA 92.12022 NA NA 96.25000
## 1996 NA NA NA NA NA NA
## 2009 95.26750 NA NA NA 96.65185 NA
## 2051 108.05390 104.68364 102.98148 NA NA NA
## 2085 99.54414 98.79574 107.57044 NA NA 105.61600
## 342 76.95838 96.24526 104.28373 NA NA NA
## 362 99.39101 NA 104.74332 NA NA 117.04019
## 896 87.50309 NA 112.54348 NA NA NA
## 1195 101.11909 90.75357 107.54675 NA NA NA
## 1389 87.40270 NA 104.70577 NA NA NA
## 1393 93.50000 NA NA NA NA NA
## 1463 97.45789 NA 120.71475 NA NA NA
## 1767 97.58108 NA 109.95357 NA NA NA
## 2587 NA 87.27703 80.15082 NA NA NA
## 2607 92.84768 NA 92.67390 NA NA NA
## 137 96.42247 NA 106.05422 NA NA NA
## 258 95.64080 NA 107.12669 92.52187 NA NA
## 377 83.72460 72.92463 73.62096 NA NA NA
## 1581 84.40556 NA NA NA NA NA
## 1640 75.20727 NA 91.71842 NA NA NA
## 2382 92.49774 99.60903 102.83644 NA NA NA
## 2503 106.25637 NA 67.26250 NA NA NA
## 2622 101.72867 NA NA NA NA NA
## 69 104.36745 NA 105.19475 NA 92.45759 NA
## 136 94.81796 90.82055 93.85201 NA NA NA
## 1101 87.54709 92.63045 100.49209 NA NA NA
## 1268 98.81508 96.11507 NA 95.46197 NA NA
## 1279 106.89726 106.88707 105.51631 NA NA NA
## 1308 92.30201 NA 117.45250 97.15455 93.21739 NA
## 1324 NA NA 65.70000 NA NA NA
## 1330 91.77624 90.75671 106.74543 NA NA NA
## 2104 NA NA 46.40000 NA NA NA
## 2314 115.65595 NA 100.23871 NA NA NA
## 2381 94.71884 95.88511 104.90630 NA NA NA
## 55 88.11864 96.45395 109.31473 NA NA NA
## 1153 100.59740 101.46965 99.91938 NA NA NA
## 1439 92.50000 NA 96.21667 NA NA NA
## 1617 98.19551 98.10508 108.53151 NA NA NA
## 1653 NA NA NA NA NA NA
## 1737 88.52151 89.32500 106.19046 NA NA NA
## 1926 104.41948 100.12360 NA NA 102.92857 NA
## 2300 77.60000 97.19737 93.27000 NA NA NA
## 238 98.65860 89.26819 114.65357 NA NA NA
## 1077 94.11792 87.22452 111.14197 NA NA NA
## 1159 109.31111 89.90000 103.52308 NA 113.88000 NA
## 1253 NA NA 110.40000 NA NA NA
## 1387 88.56136 NA 108.33673 NA NA NA
## 1450 87.90000 98.40000 NA NA NA NA
## 1915 85.34828 NA 105.30000 NA NA NA
## 2483 111.60000 NA 93.00000 NA NA NA
## 612 82.89839 88.95953 115.54500 NA NA NA
## 1229 NA NA NA NA NA NA
## 1231 99.64375 NA 106.35556 NA 103.20455 NA
## 1349 88.87500 83.54118 92.90000 NA NA NA
## 1553 110.14554 107.04690 112.09409 NA NA NA
## 1660 93.06261 98.28474 112.17292 NA NA NA
## 1663 89.77517 NA 107.79785 NA 96.22553 NA
## 1959 NA NA NA NA NA NA
## 6121 82.89839 88.95953 115.54500 NA NA NA
## 12291 NA NA NA NA NA NA
## 12311 99.64375 NA 106.35556 NA 103.20455 NA
## 13491 88.87500 83.54118 92.90000 NA NA NA
## 15531 110.14554 107.04690 112.09409 NA NA NA
## 16601 93.06261 98.28474 112.17292 NA NA NA
## 16631 89.77517 NA 107.79785 NA 96.22553 NA
## 19591 NA NA NA NA NA NA
## 476 96.26781 122.90000 111.11732 NA 99.22709 NA
## 527 85.22865 89.47671 96.74218 NA NA NA
## 576 87.44177 NA NA NA 98.28010 NA
## 2047 NA NA NA NA NA NA
## 2118 95.34485 NA 99.24904 NA NA NA
## 2133 98.38299 99.79697 102.19463 NA 65.25556 NA
## 2134 70.80000 NA NA NA NA NA
## 2139 92.38991 NA 91.50927 NA NA NA
## 2181 93.21250 NA 103.50465 NA NA NA
## 2190 82.22016 NA 91.17143 NA 94.36857 NA
## 2205 120.12000 NA 125.58771 NA 112.67318 NA
## 2206 99.26918 97.16336 114.78390 NA NA NA
## 758 94.09486 NA 116.50860 NA 96.50810 121.98059
## 820 NA 91.94649 96.01200 NA 86.82239 NA
## 1535 99.84241 NA NA NA NA NA
## 1546 111.05784 NA 104.63139 NA NA NA
## 1555 91.40136 93.39508 NA NA 93.77424 NA
## 1618 123.37500 103.37273 121.54211 NA 110.18000 NA
## 1684 98.35425 NA 107.28333 95.35728 NA NA
## 1740 83.13667 NA 110.57447 NA NA NA
## 1746 95.96000 NA 115.69688 NA NA NA
## 2515 NA 99.36893 105.87647 NA NA NA
## 2577 101.44719 NA 103.67208 NA NA NA
## 537 89.92421 NA 106.09360 NA NA NA
## 960 102.90405 NA 108.37857 98.69434 NA NA
## 1068 90.42485 NA NA NA 99.23208 NA
## 12531 NA NA 110.40000 NA NA NA
## 1301 101.62105 95.16121 112.58049 NA 90.26828 NA
## 1487 89.64182 NA 109.39796 NA NA NA
## 1508 94.93302 NA NA NA 95.01172 NA
## 1735 93.45312 91.87692 105.97222 NA NA NA
## 2294 87.94762 55.10000 98.78400 NA NA NA
## 805 84.20000 106.10000 NA NA NA NA
## 1563 100.26814 NA NA 90.94000 86.90526 NA
## 1576 NA NA NA NA NA NA
## 1578 93.34783 NA 118.90000 NA NA 97.97910
## 1588 NA NA 127.70000 NA NA NA
## 1606 101.36026 NA 113.04866 85.95000 NA NA
## 1644 NA NA NA NA NA NA
## 1650 90.26716 NA 108.55238 NA 93.87778 NA
## 1655 NA NA NA NA NA NA
## 1679 94.57865 NA 105.43502 NA NA NA
## 1698 111.14711 NA 103.39744 NA NA NA
## 1712 NA NA NA NA NA NA
## 1722 90.68571 90.62083 96.91407 NA NA NA
## 1745 87.70000 95.40837 101.51784 NA NA NA
## 2562 84.59065 NA 71.18500 NA NA NA
## 366 95.87758 NA 103.40664 NA 102.46145 NA
## 389 92.36756 99.62773 99.72980 NA NA NA
## 424 NA 96.27558 102.88531 NA NA NA
## 1627 NA NA NA NA NA NA
## 1668 105.81361 106.00000 106.00167 98.08066 99.80459 NA
## 2123 NA NA NA NA NA NA
## 2146 106.82095 99.03018 109.40351 NA NA NA
## 21811 93.21250 NA 103.50465 NA NA NA
## 231 92.38438 NA NA NA 107.28315 NA
## 592 98.45446 98.36531 105.48100 NA NA NA
## 813 83.10000 NA 95.00000 NA NA NA
## 1088 86.22803 NA NA NA 90.51379 NA
## 1449 106.80597 102.17586 112.70480 NA NA NA
## 1670 101.89508 93.75929 104.66181 NA NA NA
## 1945 95.79632 104.63190 99.84183 NA NA 101.85500
## 2306 NA NA NA NA NA NA
## 2527 NA 95.09311 99.67477 NA 83.19180 NA
## 340 100.53192 99.33093 106.09453 NA 90.84921 NA
## 429 90.26864 93.22347 103.07707 NA 95.45601 NA
## 807 112.72825 NA 125.07886 NA NA NA
## 9231 102.28259 90.85714 103.88724 143.65000 NA NA
## 1867 90.16818 NA NA NA NA NA
## 1956 83.81111 NA 115.11351 NA NA NA
## 2334 89.80000 73.10000 115.00000 NA NA NA
## 2450 88.58030 100.03192 99.33878 NA NA NA
## 372 98.13570 NA 101.33426 108.56840 NA NA
## 412 79.25700 NA NA NA 85.14664 NA
## 775 85.98947 NA 95.59512 NA 58.70000 NA
## 1358 97.70000 NA 158.50000 NA NA NA
## 1448 83.11250 82.23804 97.61503 NA NA NA
## 1899 155.80000 93.10000 96.40000 NA 101.50000 NA
## 1939 88.20000 NA NA NA NA NA
## 2302 98.39167 101.98846 95.24444 NA NA NA
## 347 NA 96.30196 110.31764 NA NA NA
## 743 106.46901 103.71693 111.30684 NA NA NA
## 1374 57.90000 NA 82.80000 NA NA NA
## 1376 80.80299 34.72000 60.20000 NA NA NA
## 14871 89.64182 NA 109.39796 NA NA NA
## 1509 102.73333 127.40000 112.37778 NA NA NA
## 1874 157.70000 NA NA NA NA NA
## 2270 81.95422 NA 101.38810 NA NA NA
## 711 117.03152 121.19200 114.52747 111.34237 NA NA
## 10421 95.89412 101.49167 109.66000 NA NA NA
## 1161 85.80000 NA NA 111.14876 98.03758 NA
## 1235 94.55426 NA 111.10836 NA NA NA
## 1300 NA NA NA NA NA NA
## 1320 90.63671 NA 104.97732 NA NA NA
## 2238 NA 92.05000 121.60000 NA 105.10000 NA
## 2569 91.81321 87.58454 109.92512 NA 92.66121 NA
## 395 98.20223 NA NA NA NA NA
## 1429 90.58636 98.12989 116.63478 NA NA NA
## 1440 104.10000 95.90000 141.50000 NA NA NA
## 1443 96.60619 NA NA NA NA NA
## 1474 100.91906 NA 114.01821 NA NA 98.09898
## 1501 87.86074 NA 112.41250 NA NA NA
## 1502 115.31548 97.40800 106.66667 NA NA 85.00000
## 1504 88.47895 NA 118.69091 NA NA NA
## 1516 107.87047 NA NA NA 58.90000 NA
## 1922 97.52603 NA 96.50323 NA NA NA
## 222 105.86280 NA 105.45354 NA NA NA
## 4791 87.92610 101.77532 115.63753 NA 91.36304 NA
## 1254 100.69765 93.78453 98.64762 NA NA NA
## 1343 NA NA 87.20000 NA NA NA
## 1671 NA 100.03187 106.42152 NA NA 102.30000
## 1705 105.77741 35.98333 96.06667 NA NA 113.20606
## 1719 97.75909 95.10170 110.81855 NA NA NA
## 1830 100.48776 NA 99.50000 NA NA NA
## 1172 98.04074 NA 104.19412 NA NA NA
## 11951 101.11909 90.75357 107.54675 NA NA NA
## 1311 81.29251 67.95143 102.63020 NA NA NA
## 1313 96.91232 89.00957 94.18760 NA NA NA
## 1353 93.84286 127.42500 NA NA 65.95714 NA
## 1360 103.40000 84.61691 NA NA NA NA
## 1895 89.87252 NA 100.85000 NA NA NA
## 1983 NA NA NA NA NA NA
## 2248 90.45221 NA 103.02443 NA NA NA
## 2357 106.24313 NA 107.81800 NA NA NA
## 226 103.54271 NA 109.87790 NA NA NA
## 480 109.95973 NA 108.05305 NA 101.74944 NA
## 845 81.48611 92.88111 107.93938 NA NA NA
## 1552 77.28308 91.03333 101.60667 NA NA NA
## 1609 112.15466 95.03904 96.45110 NA NA NA
## 1703 NA NA NA NA NA NA
## 1728 96.61333 98.47500 101.18286 NA NA 105.97200
## 2145 103.70000 NA 122.62941 NA NA NA
## 249 103.73206 NA 98.31022 NA NA NA
## 251 94.00216 90.02583 105.30966 NA NA NA
## 506 95.84095 NA NA NA 83.59718 NA
## 556 85.74033 90.73892 103.40015 NA NA NA
## 1208 98.91818 89.31311 105.90602 NA NA NA
## 1283 105.44034 NA 84.85344 NA NA NA
## 1284 94.90026 NA 109.22187 NA NA 61.28333
## 2345 75.13373 95.63218 98.07673 NA NA NA
## 2565 85.65918 60.38061 103.80425 NA NA NA
## 317 95.31954 98.41674 121.57020 NA 105.74607 NA
## 335 103.89023 NA 107.04402 NA NA NA
## 663 91.70154 98.22503 NA NA NA NA
## 1333 95.51250 91.39245 107.01813 NA NA NA
## 1475 98.93200 NA 110.39412 NA NA NA
## 19961 NA NA NA NA NA NA
## 2113 109.86393 NA 123.69283 NA NA NA
## 2368 NA 90.12222 105.19559 NA NA NA
## 22 NA NA 96.26123 116.98730 109.45589 NA
## 63 107.51714 NA NA 109.41027 NA NA
## 168 110.24732 90.36265 110.50176 NA NA NA
## 174 109.92408 NA NA NA 97.67677 NA
## 673 92.39020 NA 115.25503 NA 104.92649 NA
## 1177 103.86697 91.85146 102.72761 NA NA NA
## 1180 107.32632 NA NA 110.47007 NA NA
## 1260 76.03878 NA 105.73200 NA NA NA
## 1744 111.83922 95.20055 91.21237 NA NA NA
## 1759 102.69609 59.70000 112.78809 NA NA NA
## 2222 NA 91.91741 101.92774 NA NA NA
## 2362 86.25724 86.43158 NA NA NA NA
## 2530 76.86212 NA 78.01316 NA NA NA
## 2600 95.25030 100.81148 109.97586 NA NA NA
## 2641 94.63741 NA 93.66349 NA NA NA
## 7581 94.09486 NA 116.50860 NA 96.50810 121.98059
## 1178 107.58641 97.97040 93.19667 NA NA NA
## 1287 94.63960 NA 104.40667 NA 88.92857 NA
## 1445 NA NA 97.30000 NA NA NA
## 19561 83.81111 NA 115.11351 NA NA NA
## 2229 93.42828 NA 106.35370 NA NA NA
## 2246 46.96250 86.52149 85.30000 NA NA NA
## 2312 79.22778 92.99574 NA 103.72692 78.52500 NA
## 2412 90.66109 NA 89.40704 NA NA NA
## 173 108.57572 NA 118.59714 NA NA NA
## 315 113.02835 NA 108.56060 NA NA NA
## 376 110.18178 NA NA 116.23739 NA NA
## 1630 NA NA NA NA NA NA
## 1646 97.08611 86.65634 103.50833 NA NA NA
## 1683 NA 101.43241 95.73906 NA NA 112.05368
## 1891 81.23333 99.88383 99.08636 NA NA NA
## 1930 NA 112.93571 NA NA 125.62571 NA
## 2007 79.66667 93.39831 119.68608 NA NA NA
## 2252 NA 83.02366 99.25849 NA NA NA
## 2471 96.29091 NA 95.37672 NA NA NA
## 2511 91.49820 NA 111.55532 NA NA NA
## 152 86.65370 105.03402 126.95677 NA NA NA
## 307 103.13849 93.63167 117.37564 NA NA NA
## 414 93.66742 110.24674 122.91946 NA 99.26267 NA
## 1185 107.85081 NA NA 111.35700 101.68469 NA
## 1331 100.36233 100.96136 NA NA 89.63592 NA
## 1351 91.60000 NA 95.00000 NA NA NA
## 1565 58.60000 NA 40.00000 NA NA NA
## 1718 NA NA NA NA NA NA
## 1808 NA NA NA NA NA NA
## 2013 102.63267 56.90000 110.61340 NA NA NA
## 2031 NA NA NA NA NA NA
## 2090 96.25857 96.30000 98.72353 NA NA NA
## 598 87.08192 NA NA NA 89.55035 NA
## 1155 105.41882 102.81667 98.68696 NA NA NA
## 13581 97.70000 NA 158.50000 NA NA NA
## 1533 90.84182 NA 109.91860 NA 109.44357 NA
## 2025 99.00794 92.01515 100.56266 NA 96.36433 NA
## 2035 90.40816 NA 111.47671 NA NA NA
## 2307 91.25138 94.69205 112.16316 NA NA NA
## 2498 94.18679 NA NA NA 91.37576 NA
## 5321 99.82187 NA NA NA 99.56130 NA
## 975 99.06585 NA 96.07155 NA NA NA
## 1040 94.77742 96.33919 NA NA NA NA
## 1214 94.47457 NA 116.87692 NA 98.47705 NA
## 1612 NA NA NA NA NA NA
## 2006 NA NA NA NA NA NA
## 2338 87.90000 99.32500 100.25385 NA 98.19667 NA
## 2504 NA 81.06136 NA NA NA NA
## 2536 92.40000 NA 112.90000 NA NA NA
## 279 104.26484 NA 113.82109 NA NA NA
## 351 113.03277 NA NA NA 103.23075 94.54152
## 1336 83.89556 NA 106.55000 NA NA NA
## 13492 88.87500 83.54118 92.90000 NA NA NA
## 1356 95.97457 NA 111.02361 NA NA 110.14646
## 1417 80.15636 86.72258 104.46863 NA NA NA
## 15091 102.73333 127.40000 112.37778 NA NA NA
## 1542 NA 105.53184 102.43893 NA 103.50464 NA
## 2055 94.57928 91.46352 107.04235 NA NA NA
## 2273 NA 111.80000 77.20000 NA NA NA
## 2499 90.23981 95.81138 102.64247 NA NA NA
## 2566 102.64433 103.10000 94.00000 NA 60.60000 NA
## 51 96.94388 92.48852 NA NA 89.75079 NA
## 365 81.00827 94.75741 93.87398 NA NA 82.12444
## 552 94.42336 NA 104.45713 NA NA 86.69351
## 630 103.68738 106.12636 105.28677 NA 91.94859 NA
## 1493 93.10000 NA 80.70000 NA NA NA
## 1506 98.81111 NA 125.99547 NA 110.21119 NA
## 1514 NA NA 94.00000 NA 64.80000 NA
## 1925 86.79707 NA 100.11930 NA NA 99.65937
## 2349 93.47399 58.80000 103.20500 NA NA NA
## 2413 117.90000 52.40000 NA NA NA NA
## 2629 NA 85.05699 101.26270 NA NA NA
## 48 NA NA NA NA NA NA
## 246 98.64694 97.72513 112.11325 NA NA NA
## 1428 93.01010 NA NA NA NA NA
## 14872 89.64182 NA 109.39796 NA NA NA
## 1503 92.83409 87.81102 108.61529 NA NA NA
## 16981 111.14711 NA 103.39744 NA NA NA
## 1700 111.66959 102.30903 101.32981 NA NA NA
## 2169 NA NA NA NA NA NA
## 2178 94.91751 NA 114.02937 NA NA NA
## 2626 97.21333 NA 70.37000 NA NA NA
## 3951 98.20223 NA NA NA NA NA
## 1270 NA NA 68.30000 NA 78.80000 NA
## 1315 100.50000 NA NA NA NA NA
## 1381 89.72500 NA 112.37222 NA NA NA
## 16531 NA NA NA NA NA NA
## 1661 94.46009 104.50606 97.45545 NA NA NA
## 2027 103.25578 NA 106.95436 NA NA NA
## 2128 107.19757 NA 108.71479 NA NA NA
## 1220 NA 79.14366 92.06667 NA NA NA
## 1369 NA NA 101.00000 NA NA NA
## 1392 55.75000 94.07821 107.41121 NA NA NA
## 1751 109.92643 NA 109.79007 NA NA NA
## 1988 92.39242 96.33750 121.10212 NA NA NA
## 2153 106.94090 NA 113.73022 NA NA NA
## 2167 98.83851 NA NA NA NA NA
## 2437 96.94400 NA 95.49444 NA NA NA
## 2454 90.81268 81.73333 103.35469 NA NA NA
## 2578 NA 99.95940 NA NA 108.62386 NA
## 1097 96.17636 94.80000 103.79191 NA NA NA
## 1209 NA 76.10000 130.00000 NA NA NA
## 1335 91.11975 NA 109.81103 NA NA NA
## 1975 84.05278 NA 109.42350 NA NA NA
## 2187 96.88944 NA 112.23746 NA NA NA
## 2259 56.10000 NA 87.79216 NA NA NA
## 2341 93.14462 NA 102.99459 NA NA NA
## 2453 89.96641 91.39575 109.50488 NA NA NA
## 2522 92.96854 NA 101.81914 NA NA NA
## 574 NA 88.44699 NA NA 89.86136 NA
## 590 108.46926 NA 108.64475 NA NA NA
## 983 98.71789 82.30000 99.40185 102.54209 NA 116.82530
## 1013 95.22397 84.48025 NA NA 99.35789 NA
## 2076 NA NA NA NA NA NA
## 2158 -11.50000 70.10000 125.40000 NA NA NA
## 2177 NA 87.28551 90.83689 NA NA NA
## 2324 87.07676 NA 102.42965 NA NA NA
## 182 NA 85.41585 95.65965 NA 99.57441 NA
## 212 98.27079 96.06972 NA NA 99.26428 NA
## 333 92.20525 99.67378 99.20567 NA NA NA
## 609 91.18978 NA NA NA NA NA
## 1162 84.09149 82.14485 NA NA 109.64019 NA
## 1286 58.70000 97.99955 110.55387 NA NA NA
## 1426 99.84265 97.95167 NA NA NA NA
## 1611 100.38791 94.81019 101.91607 NA NA NA
## 1882 100.99969 NA 114.28856 NA NA NA
## 1958 99.63074 94.79266 113.17965 114.32352 NA NA
## 2038 96.44888 NA 104.71552 NA NA 115.87186
## 2467 56.50000 98.73671 94.81260 NA NA NA
## 756 92.30000 NA 66.10000 NA NA NA
## 780 106.48248 NA 103.88504 86.38414 NA NA
## 991 NA 90.47769 104.02519 NA NA NA
## 1305 103.48068 NA 106.63333 NA NA NA
## 1373 NA NA NA NA NA NA
## 1459 99.58380 NA 101.85195 NA 101.09600 NA
## 1594 NA NA NA NA NA NA
## 1860 NA NA NA NA NA NA
## 613 86.86491 94.97803 99.46695 NA NA NA
## 1108 98.89591 87.80276 106.63353 NA NA NA
## 2279 109.33333 NA 101.86500 NA NA NA
## 2310 NA NA NA NA NA NA
## 2333 105.44845 85.10000 NA NA NA NA
## 2348 NA 98.31629 NA NA NA NA
## 2372 NA 89.54564 105.16020 NA NA NA
## 2526 NA 78.90000 103.50000 NA NA NA
## 2574 94.91452 58.76667 102.25789 NA 104.03429 NA
## 111 66.45714 85.22219 84.39134 NA NA NA
## 1438 85.33182 94.81231 112.68163 NA NA NA
## 15041 88.47895 NA 118.69091 NA NA NA
## 1811 NA NA NA NA NA NA
## 2092 98.32308 71.55000 87.50000 NA NA NA
## 2131 NA NA NA NA NA NA
## 2410 113.50000 NA NA NA NA NA
## 2539 97.28659 NA NA 99.62346 NA NA
## 1111 66.45714 85.22219 84.39134 NA NA NA
## 14381 85.33182 94.81231 112.68163 NA NA NA
## 15042 88.47895 NA 118.69091 NA NA NA
## 18111 NA NA NA NA NA NA
## 20921 98.32308 71.55000 87.50000 NA NA NA
## 21311 NA NA NA NA NA NA
## 24101 113.50000 NA NA NA NA NA
## 25391 97.28659 NA NA 99.62346 NA NA
## 529 91.37293 NA NA NA NA NA
## 638 NA 95.85455 109.50863 NA NA NA
## 951 104.91651 NA 101.90901 NA 104.41111 112.31325
## 1505 96.20260 NA NA NA NA NA
## 1614 108.97630 NA 109.14286 NA 93.36144 NA
## 1927 109.19259 102.74167 NA NA 96.52261 NA
## 2481 86.98153 NA 102.09953 NA NA NA
## 2590 103.46940 NA NA NA 106.53471 NA
## 467 97.64559 NA 101.45992 NA NA NA
## Pit_plus_FO Pitching_plus NumberofStuffPitches plus_stuff_pitches
## 479 NA 95.14252 2 2
## 532 NA 98.07501 0 0
## 1032 NA 98.66458 1 1
## 1042 NA 100.23722 2 2
## 1047 NA 99.26786 1 1
## 1964 NA 92.16672 0 0
## 2148 NA 90.71667 0 0
## 2154 NA NA 0 0
## 2192 NA 103.36316 2 2
## 2241 NA 91.77831 1 1
## 447 NA 103.51765 2 2
## 490 NA 93.94822 0 0
## 496 NA 91.49205 1 1
## 923 NA 101.75376 3 3
## 1038 NA 97.03367 1 1
## 1960 NA NA 0 0
## 1984 NA 90.17756 0 0
## 1996 NA 69.51111 0 0
## 2009 NA 101.23250 1 1
## 2051 NA 105.47439 3 3
## 2085 NA 105.42648 3 3
## 342 NA 97.60422 2 2
## 362 NA 104.76339 2 2
## 896 NA 92.69394 1 1
## 1195 NA 102.85822 2 2
## 1389 NA 95.48915 1 1
## 1393 NA 95.52813 0 0
## 1463 NA 103.80823 2 2
## 1767 NA 103.92731 2 2
## 2587 NA 84.05704 0 0
## 2607 NA 93.68370 0 0
## 137 NA 100.49031 2 2
## 258 NA 99.51893 1 1
## 377 NA 86.16527 0 0
## 1581 NA 78.00891 0 0
## 1640 NA 90.03023 1 1
## 2382 NA 100.24771 2 2
## 2503 NA 104.90483 2 2
## 2622 NA 94.71279 1 1
## 69 NA 100.94026 2 2
## 136 NA 95.34957 1 1
## 1101 NA 94.71066 1 1
## 1268 NA 97.47334 0 0
## 1279 NA 106.07179 4 4
## 1308 NA 95.93725 1 1
## 1324 NA 65.70000 0 0
## 1330 NA 96.00145 1 1
## 2104 NA 48.03333 0 0
## 2314 NA 111.50000 2 2
## 2381 NA 99.48061 1 1
## 55 NA 95.23156 1 1
## 1153 NA 101.09362 3 3
## 1439 NA 93.61500 0 0
## 1617 NA 101.03130 2 2
## 1653 NA 52.80000 0 0
## 1737 NA 98.26942 2 2
## 1926 NA 104.84050 5 5
## 2300 NA 92.35606 0 0
## 238 NA 99.71652 1 1
## 1077 NA 98.54978 1 1
## 1159 NA 105.78636 3 3
## 1253 NA 110.40000 1 1
## 1387 NA 99.39598 2 2
## 1450 NA 86.43333 0 0
## 1915 NA 92.71667 2 2
## 2483 NA 102.30000 1 1
## 612 NA 93.17015 2 2
## 1229 NA NA 0 0
## 1231 NA 100.16930 2 2
## 1349 NA 91.70455 0 0
## 1553 NA 110.56609 3 3
## 1660 NA 102.08952 1 1
## 1663 NA 96.75006 1 1
## 1959 NA NA 0 0
## 6121 NA 93.17015 2 2
## 12291 NA NA 0 0
## 12311 NA 100.16930 2 2
## 13491 NA 91.70455 0 0
## 15531 NA 110.56609 3 3
## 16601 NA 102.08952 1 1
## 16631 NA 96.75006 1 1
## 19591 NA NA 0 0
## 476 NA 99.16354 2 2
## 527 NA 93.65373 1 1
## 576 NA 91.27757 1 1
## 2047 NA 90.15714 0 0
## 2118 NA 96.05343 0 0
## 2133 NA 98.97730 2 2
## 2134 NA 70.94091 0 0
## 2139 NA 91.73199 0 0
## 2181 NA 98.54458 1 1
## 2190 NA 85.33941 0 0
## 2205 NA 116.74170 3 3
## 2206 NA 102.19660 1 1
## 758 NA 104.54447 2 2
## 820 NA 95.91626 1 1
## 1535 NA 97.52439 0 0
## 1546 NA 108.14599 3 3
## 1555 NA 92.34161 0 0
## 1618 NA 112.66812 4 4
## 1684 NA 98.17463 1 1
## 1740 NA 94.63351 1 1
## 1746 NA 104.88052 2 2
## 2515 NA 104.47105 1 1
## 2577 NA 101.89448 2 2
## 537 NA 94.23333 1 1
## 960 NA 103.62724 2 2
## 1068 NA 96.33190 1 1
## 12531 NA 110.40000 1 1
## 1301 NA 98.73462 2 2
## 1487 NA 94.60556 1 1
## 1508 NA 94.40268 0 0
## 1735 NA 99.84153 3 3
## 2294 NA 100.02727 0 0
## 805 NA 98.78313 2 2
## 1563 NA 99.11995 1 1
## 1576 NA NA 0 0
## 1578 NA 95.79927 1 1
## 1588 NA 121.62000 1 1
## 1606 NA 106.51476 3 3
## 1644 NA 89.25429 1 1
## 1650 NA 98.78849 1 1
## 1655 NA 74.60000 0 0
## 1679 NA 98.53504 1 1
## 1698 NA 107.77113 3 3
## 1712 NA NA 0 0
## 1722 NA 92.23931 0 0
## 1745 NA 100.27337 2 2
## 2562 NA 81.39302 0 0
## 366 NA 99.24949 4 4
## 389 NA 101.02882 1 1
## 424 NA 106.32174 2 2
## 1627 NA NA 0 0
## 1668 NA 103.05491 3 3
## 2123 NA 87.25000 0 0
## 2146 NA 102.12765 2 2
## 21811 NA 98.54458 1 1
## 231 NA 100.99532 2 2
## 592 NA 98.23288 1 1
## 813 NA 87.69398 0 0
## 1088 NA 95.29802 1 1
## 1449 NA 108.87860 4 4
## 1670 NA 99.36931 2 2
## 1945 NA 101.61031 2 2
## 2306 NA 141.00000 2 2
## 2527 NA 95.81413 0 0
## 340 NA 99.87510 2 2
## 429 NA 93.91243 1 1
## 807 NA 117.07755 4 4
## 9231 NA 101.75376 3 3
## 1867 NA 97.05581 2 2
## 1956 NA 96.88713 1 1
## 2334 NA 89.52381 1 1
## 2450 NA 98.94716 2 2
## 372 NA 100.05977 2 2
## 412 NA 87.37143 1 1
## 775 NA 92.39789 2 2
## 1358 NA 77.95714 1 1
## 1448 NA 87.45376 0 0
## 1899 NA 93.44130 2 2
## 1939 NA 39.48276 0 0
## 2302 NA 99.05000 1 1
## 347 NA 101.95569 1 1
## 743 NA 106.62639 4 4
## 1374 NA 66.79286 0 0
## 1376 NA 89.06667 0 0
## 14871 NA 94.60556 1 1
## 1509 NA 104.15789 3 3
## 1874 NA 89.61154 1 1
## 2270 NA 87.06928 1 1
## 711 NA 113.78806 5 5
## 10421 NA 100.23722 2 2
## 1161 NA 102.20419 1 1
## 1235 NA 104.12887 2 2
## 1300 NA NA 0 0
## 1320 NA 96.20041 1 1
## 2238 NA 99.99333 3 3
## 2569 NA 97.16730 2 2
## 395 NA 106.00021 1 1
## 1429 NA 105.23243 2 2
## 1440 NA 113.61429 2 2
## 1443 NA 96.92500 0 0
## 1474 NA 104.88792 2 2
## 1501 NA 99.33930 1 1
## 1502 NA 103.92895 2 2
## 1504 NA 107.65192 1 1
## 1516 NA 104.39646 1 1
## 1922 NA 97.22115 0 0
## 222 NA 105.19308 3 3
## 4791 NA 95.14252 2 2
## 1254 NA 101.83384 2 2
## 1343 NA 119.13333 1 1
## 1671 NA 102.16912 3 3
## 1705 NA 105.06226 2 2
## 1719 NA 102.76731 1 1
## 1830 NA 100.58444 2 2
## 1172 NA 99.73655 1 1
## 11951 NA 102.85822 2 2
## 1311 NA 88.19396 1 1
## 1313 NA 95.37013 0 0
## 1353 NA 106.76414 2 2
## 1360 NA 86.08554 1 1
## 1895 NA 94.19352 2 2
## 1983 NA 86.20000 0 0
## 2248 NA 94.41780 1 1
## 2357 NA 108.04966 4 4
## 226 NA 104.95134 3 3
## 480 NA 105.18471 3 3
## 845 NA 98.08223 2 2
## 1552 NA 86.67565 1 1
## 1609 NA 103.89913 2 2
## 1703 NA -140.90000 0 0
## 1728 NA 100.99212 2 2
## 2145 NA 108.96977 2 2
## 249 NA 101.49155 2 2
## 251 NA 101.46912 2 2
## 506 NA 96.51015 1 1
## 556 NA 93.91515 2 2
## 1208 NA 98.94038 1 1
## 1283 NA 102.57724 1 1
## 1284 NA 103.26837 2 2
## 2345 NA 88.54073 0 0
## 2565 NA 89.44968 1 1
## 317 NA 105.79273 2 2
## 335 NA 105.71362 2 2
## 663 NA 97.63043 1 1
## 1333 NA 102.53605 1 1
## 1475 NA 101.42564 1 1
## 19961 NA 69.51111 0 0
## 2113 NA 114.13872 2 2
## 2368 NA 95.95667 1 1
## 22 NA 108.38202 2 2
## 63 NA 108.36241 2 2
## 168 NA 108.24719 2 2
## 174 NA 108.55171 2 2
## 673 NA 97.93119 3 3
## 1177 NA 100.29456 3 3
## 1180 NA 108.44687 2 2
## 1260 NA 97.78621 2 2
## 1744 NA 96.58994 1 1
## 1759 NA 105.35990 2 2
## 2222 NA 97.06371 1 1
## 2362 NA 88.67249 0 0
## 2530 NA 74.43654 0 0
## 2600 NA 103.40859 3 3
## 2641 NA 93.71194 0 0
## 7581 NA 104.54447 2 2
## 1178 NA 97.28347 1 1
## 1287 NA 100.47153 2 2
## 1445 NA 109.26471 1 1
## 19561 NA 96.88713 1 1
## 2229 NA 98.03626 1 1
## 2246 NA 84.35941 0 0
## 2312 NA 95.83478 2 2
## 2412 NA 91.78735 0 0
## 173 NA 110.94228 2 2
## 315 NA 111.00768 2 2
## 376 NA 110.94826 2 2
## 1630 NA 90.60000 0 0
## 1646 NA 97.31137 1 1
## 1683 NA 101.64063 2 2
## 1891 NA 99.10272 0 0
## 1930 NA 114.47236 3 3
## 2007 NA 100.99980 1 1
## 2252 NA 88.36000 0 0
## 2471 NA 90.77500 0 0
## 2511 NA 97.43591 1 1
## 152 NA 109.19231 2 2
## 307 NA 109.83155 2 2
## 414 NA 109.06931 2 2
## 1185 NA 106.77634 3 3
## 1331 NA 98.61657 4 4
## 1351 NA 101.08696 2 2
## 1565 NA 32.38889 0 0
## 1718 NA 53.10000 0 0
## 1808 NA 119.30833 1 1
## 2013 NA 105.84775 4 4
## 2031 NA NA 0 0
## 2090 NA 96.73943 0 0
## 598 NA 91.07018 0 0
## 1155 NA 101.95608 2 2
## 13581 NA 77.95714 1 1
## 1533 NA 99.66929 2 2
## 2025 NA 97.31965 1 1
## 2035 NA 100.24853 1 1
## 2307 NA 100.70141 2 2
## 2498 NA 92.78060 0 0
## 5321 NA 98.07501 0 0
## 975 NA 100.69764 2 2
## 1040 NA 95.69865 1 1
## 1214 NA 98.56923 1 1
## 1612 NA NA 0 0
## 2006 NA NA 0 0
## 2338 NA 89.86522 1 1
## 2504 NA 90.19739 0 0
## 2536 NA 100.49016 2 2
## 279 NA 107.78917 2 2
## 351 NA 107.34337 2 2
## 1336 NA 95.41900 1 1
## 13492 NA 91.70455 0 0
## 1356 NA 101.74617 2 2
## 1417 NA 91.05541 1 1
## 15091 NA 104.15789 3 3
## 1542 NA 103.89048 3 3
## 2055 NA 97.10404 2 2
## 2273 NA 92.92727 1 1
## 2499 NA 96.65854 1 1
## 2566 NA 96.79500 2 2
## 51 NA 91.78498 0 0
## 365 NA 91.90542 0 0
## 552 NA 97.95745 1 1
## 630 NA 104.36201 3 3
## 1493 NA 89.45294 0 0
## 1506 NA 114.83494 2 2
## 1514 NA 86.70000 0 0
## 1925 NA 93.42263 1 1
## 2349 NA 97.66711 1 1
## 2413 NA 76.61500 1 1
## 2629 NA 92.44831 1 1
## 48 NA 108.68139 1 1
## 246 NA 106.99176 1 1
## 1428 NA 94.82735 1 1
## 14872 NA 94.60556 1 1
## 1503 NA 95.17900 1 1
## 16981 NA 107.77113 3 3
## 1700 NA 105.27782 3 3
## 2169 NA 44.70000 0 0
## 2178 NA 104.29401 3 3
## 2626 NA 95.80305 0 0
## 3951 NA 106.00021 1 1
## 1270 NA 75.95000 0 0
## 1315 NA 108.42673 3 3
## 1381 NA 97.99559 2 2
## 16531 NA 52.80000 0 0
## 1661 NA 98.86619 2 2
## 2027 NA 103.85759 3 3
## 2128 NA 105.23405 2 2
## 1220 NA 91.27185 1 1
## 1369 NA 43.20000 1 1
## 1392 NA 98.37446 1 1
## 1751 NA 109.77008 2 2
## 1988 NA 111.92132 1 1
## 2153 NA 106.56667 2 2
## 2167 NA 98.99476 0 0
## 2437 NA 100.00000 1 1
## 2454 NA 94.50217 1 1
## 2578 NA 103.47722 1 1
## 1097 NA 101.17405 2 2
## 1209 NA 103.05000 1 1
## 1335 NA 102.76739 2 2
## 1975 NA 101.86381 1 1
## 2187 NA 105.92100 1 1
## 2259 NA 74.60862 1 1
## 2341 NA 95.00140 1 1
## 2453 NA 96.63185 1 1
## 2522 NA 96.45303 1 1
## 574 NA 95.32831 1 1
## 590 NA 106.40150 2 2
## 983 NA 102.15238 2 2
## 1013 NA 97.39544 1 1
## 2076 NA 79.82500 0 0
## 2158 NA 87.32308 1 1
## 2177 NA 88.64355 0 0
## 2324 NA 92.37563 1 1
## 182 NA 97.16424 0 0
## 212 NA 97.04110 0 0
## 333 NA 97.26360 0 0
## 609 NA 92.80295 0 0
## 1162 NA 93.84484 2 2
## 1286 NA 101.49538 1 1
## 1426 NA 102.10977 1 1
## 1611 NA 94.88729 2 2
## 1882 NA 104.80711 2 2
## 1958 NA 104.71590 2 2
## 2038 NA 103.14146 2 2
## 2467 NA 98.09294 0 0
## 756 NA 88.37209 1 1
## 780 NA 103.25201 2 2
## 991 NA 95.10972 1 1
## 1305 NA 105.01622 4 4
## 1373 NA NA 0 0
## 1459 NA 100.27407 3 3
## 1594 NA -19.90000 0 0
## 1860 NA 98.91250 0 0
## 613 NA 90.88986 0 0
## 1108 NA 100.65049 3 3
## 2279 NA 107.03538 2 2
## 2310 NA 65.60000 0 0
## 2333 NA 103.26265 1 1
## 2348 NA 100.36298 2 2
## 2372 NA 92.95993 1 1
## 2526 NA 86.72727 1 1
## 2574 NA 97.83390 2 2
## 111 NA 85.40971 0 0
## 1438 NA 97.02961 2 2
## 15041 NA 107.65192 1 1
## 1811 NA NA 0 0
## 2092 NA 86.16667 1 1
## 2131 NA NA 0 0
## 2410 NA 109.54138 3 3
## 2539 NA 101.06200 1 1
## 1111 NA 85.40971 0 0
## 14381 NA 97.02961 2 2
## 15042 NA 107.65192 1 1
## 18111 NA NA 0 0
## 20921 NA 86.16667 1 1
## 21311 NA NA 0 0
## 24101 NA 109.54138 3 3
## 25391 NA 101.06200 1 1
## 529 NA 94.86048 0 0
## 638 NA 101.63300 2 2
## 951 NA 105.43888 4 4
## 1505 NA 98.19568 1 1
## 1614 NA 102.37452 2 2
## 1927 NA 100.52779 3 3
## 2481 NA 95.48622 2 2
## 2590 NA 104.51765 3 3
## 467 NA 103.33583 2 2
## xwoba xwoba_r xwoba_l K_pct BB_pct K_per_9
## 479 0.31962500 0.26854839 0.3676061 0.18748750 0.10941250 8.276786
## 532 0.36508036 0.32645333 0.4433784 0.16962411 0.15179821 7.704270
## 1032 0.31024170 0.32145833 0.2737401 0.25730000 0.05440000 9.736078
## 1042 0.27678723 0.34381481 0.1863000 0.23400000 0.04260000 8.485690
## 1047 0.28752632 0.32135294 0.0000000 0.21050000 0.00000000 7.714280
## 1964 0.35687500 0.34639474 0.3790000 0.19300000 0.07020000 9.281256
## 2148 0.48246154 0.62442857 0.3168333 0.07690000 0.07690000 4.500000
## 2154 0.32950000 0.30050000 0.4165000 0.00000000 0.00000000 0.000000
## 2192 0.28593103 0.20993333 0.3673571 0.16670000 0.13330000 6.428571
## 2241 0.33154167 0.27670370 0.4020476 0.10420000 0.04170000 4.090909
## 447 0.32163743 0.34063366 0.2942286 0.20351395 0.04651395 7.473493
## 490 0.31337618 0.31268159 0.3145593 0.17790675 0.07977791 7.061780
## 496 0.36312500 0.35206164 0.3862000 0.13123484 0.07690317 5.308367
## 923 0.31360248 0.30821591 0.3200959 0.22840000 0.08640000 8.919650
## 1038 0.30192430 0.29805063 0.3214574 0.21850000 0.10140000 8.353939
## 1960 0.36000000 0.43566667 0.2843333 0.00000000 0.00000000 0.000000
## 1984 0.39090741 0.35945455 0.4403333 0.12730000 0.10910000 5.108122
## 1996 0.52520000 0.35866667 0.5965714 0.00000000 0.10000000 0.000000
## 2009 0.27647368 0.32328571 0.1454000 0.26320000 0.10530000 9.000000
## 2051 0.37173404 0.35360345 0.4009444 0.12630000 0.07370000 5.225798
## 2085 0.32351724 0.31143333 0.3503704 0.18390000 0.08050000 7.322033
## 342 0.43691603 0.41692754 0.4591613 0.08331970 0.09092045 3.810000
## 362 0.32179144 0.32592784 0.3173333 0.19526623 0.03165356 7.435721
## 896 0.38644681 0.30388235 0.4332333 0.06380000 0.12770000 2.892858
## 1195 0.29904167 0.28347134 0.3284940 0.23970000 0.09090000 8.897733
## 1389 0.39300000 0.42391429 0.3479167 0.21310000 0.09840000 9.486512
## 1393 0.46600000 0.42475000 0.4990000 0.00000000 0.00000000 0.000000
## 1463 0.27747525 0.28560656 0.2650750 0.26730000 0.11880000 9.592118
## 1767 0.26269231 0.21887500 0.3328000 0.23080000 0.00000000 8.265323
## 2587 0.28477143 0.28645000 0.2825333 0.31430000 0.05710000 11.880005
## 2607 0.39237879 0.41325581 0.3533478 0.16670000 0.13640000 6.750017
## 137 0.33279273 0.32670000 0.3401040 0.22384477 0.10110469 8.910123
## 258 0.27425616 0.28642308 0.2614747 0.22055245 0.11766176 8.610931
## 377 0.33965854 0.27707500 0.3992619 0.10842892 0.08434217 4.500000
## 1581 0.38621053 0.49916667 0.1925714 0.05260000 0.05260000 2.250000
## 1640 0.34367742 0.34177778 0.3463077 0.16130000 0.19350000 6.749997
## 2382 0.29034118 0.29552229 0.2820408 0.15910000 0.05300000 6.064174
## 2503 0.29308571 0.30645902 0.2536129 0.26120000 0.08980000 9.818176
## 2622 0.33029167 0.40311538 0.2442273 0.25000000 0.12500000 10.800000
## 69 0.29957006 0.30838372 0.2888944 0.28570984 0.08254540 10.768545
## 136 0.30880556 0.33571074 0.2745368 0.21098991 0.09631972 8.351358
## 1101 0.37466497 0.38031530 0.3481739 0.15700000 0.07220000 6.200000
## 1268 0.30418834 0.26705785 0.3482353 0.17860000 0.09820000 7.058824
## 1279 0.28882022 0.23861702 0.3450000 0.22960000 0.09260000 8.718750
## 1308 0.30167000 0.31302174 0.2920000 0.29000000 0.14000000 11.347826
## 1324 0.16900000 0.16900000 NA 0.00000000 0.00000000 0.000000
## 1330 0.28905696 0.28009554 0.2979057 0.29970000 0.16400000 11.820282
## 2104 0.46320000 0.77066667 0.0020000 0.20000000 0.20000000 9.000000
## 2314 0.18362500 0.17916667 0.1970000 0.37500000 0.08330000 12.149994
## 2381 0.31463107 0.38965517 0.2179333 0.28710000 0.11000000 11.328687
## 55 0.33527255 0.29118216 0.3844855 0.16827099 0.06575609 6.584815
## 1153 0.29050296 0.30057600 0.2618864 0.19650000 0.04620000 7.714279
## 1439 0.58090476 0.69000000 0.3627143 0.04760000 0.09520000 1.928570
## 1617 0.29015498 0.32862893 0.2355357 0.25370000 0.06620000 9.553846
## 1653 0.39677778 0.42250000 0.3453333 0.00000000 0.00000000 0.000000
## 1737 0.29429231 0.27112571 0.3419882 0.21800000 0.06390000 7.714282
## 1926 0.27867368 0.25724038 0.3045930 0.31940000 0.10990000 11.517475
## 2300 0.33317647 0.31010000 0.3661429 0.17650000 0.17650000 9.000000
## 238 0.32101909 0.33021972 0.3110000 0.20087249 0.08737074 7.813255
## 1077 0.29936935 0.30963198 0.2642087 0.24610000 0.09770000 9.529412
## 1159 0.32660000 0.29957143 0.3896667 0.30000000 0.20000000 13.500000
## 1253 0.06500000 0.06500000 NA 0.00000000 0.00000000 0.000000
## 1387 0.30845455 0.28266667 0.3494118 0.20450000 0.09090000 7.363636
## 1450 0.36337500 0.36066667 0.3650000 0.00000000 0.12500000 0.000000
## 1915 0.39286957 0.43806250 0.2895714 0.17390000 0.17390000 9.000000
## 2483 0.48840000 0.58066667 0.3500000 0.20000000 0.20000000 9.000000
## 612 0.35900000 0.37799160 0.3025000 0.17395590 0.11180435 7.285791
## 1229 0.49957143 0.39350000 0.7647500 0.07140000 0.00000000 3.374996
## 1231 0.28950000 0.25738889 0.3376667 0.23330000 0.03330000 7.875000
## 1349 0.33019429 0.34728704 0.3026418 0.19770000 0.10730000 7.875000
## 1553 0.30690840 0.30653552 0.3077722 0.24330000 0.04940000 9.240646
## 1660 0.30308411 0.31353030 0.2862683 0.20560000 0.10280000 8.250000
## 1663 0.27834343 0.27604000 0.2806939 0.27270000 0.10610000 10.195797
## 1959 0.57575000 0.40500000 0.7465000 0.00000000 0.00000000 0.000000
## 6121 0.35900000 0.37799160 0.3025000 0.17395590 0.11180435 7.285791
## 12291 0.49957143 0.39350000 0.7647500 0.07140000 0.00000000 3.374996
## 12311 0.28950000 0.25738889 0.3376667 0.23330000 0.03330000 7.875000
## 13491 0.33019429 0.34728704 0.3026418 0.19770000 0.10730000 7.875000
## 15531 0.30690840 0.30653552 0.3077722 0.24330000 0.04940000 9.240646
## 16601 0.30308411 0.31353030 0.2862683 0.20560000 0.10280000 8.250000
## 16631 0.27834343 0.27604000 0.2806939 0.27270000 0.10610000 10.195797
## 19591 0.57575000 0.40500000 0.7465000 0.00000000 0.00000000 0.000000
## 476 0.30700000 0.29902299 0.3178437 0.22365921 0.11843026 8.495565
## 527 0.35533754 0.36942857 0.3073889 0.21383774 0.10066415 8.848547
## 576 0.38459701 0.38256790 0.3876981 0.20891642 0.14176866 9.186656
## 2047 0.07166667 0.07166667 NA 0.00000000 0.00000000 0.000000
## 2118 0.31180000 0.25286713 0.3838291 0.23660000 0.09540000 8.497457
## 2133 0.29690400 0.28015094 0.3261758 0.27090000 0.14340000 11.127273
## 2134 0.60166667 0.40400000 0.9970000 0.00000000 0.00000000 0.000000
## 2139 0.29664557 0.34520930 0.2386389 0.28750000 0.12500000 11.500000
## 2181 0.36520000 0.52525000 0.2585000 0.30000000 0.15000000 14.727259
## 2190 0.43044776 0.40826667 0.4758182 0.08960000 0.16420000 4.050010
## 2205 0.28477211 0.30142466 0.2683446 0.21190000 0.05300000 7.926602
## 2206 0.35372917 0.31529464 0.4075375 0.23080000 0.09740000 9.418605
## 758 0.28360870 0.25016602 0.3156889 0.29270000 0.08260000 10.772407
## 820 0.32863845 0.32594322 0.3320560 0.17890000 0.09120000 6.833764
## 1535 0.33662857 0.33881967 0.3335909 0.21500000 0.12150000 8.871441
## 1546 0.25918341 0.28592800 0.2270385 0.36170000 0.06810000 13.265889
## 1555 0.29839568 0.26851111 0.3532857 0.28370000 0.14890000 11.250000
## 1618 0.26311765 0.32690000 0.1720000 0.35290000 0.05880000 10.800000
## 1684 0.30504211 0.32636364 0.2818462 0.21130000 0.14430000 8.261188
## 1740 0.31258000 0.32514706 0.2858750 0.19610000 0.09800000 8.181818
## 1746 0.38792857 0.24537500 0.5780000 0.14290000 0.21430000 6.749991
## 2515 0.31408511 0.26303448 0.3963333 0.12500000 0.00000000 4.909091
## 2577 0.25712613 0.27929851 0.2233636 0.37610000 0.09400000 13.655172
## 537 0.37994505 0.39689706 0.3298261 0.14130217 0.08691522 5.771748
## 960 0.31207810 0.31136951 0.3127741 0.27300000 0.10080000 10.881356
## 1068 0.34920354 0.36782979 0.2570526 0.14160000 0.03540000 5.333333
## 12531 0.06500000 0.06500000 NA 0.00000000 0.00000000 0.000000
## 1301 0.31299099 0.31863077 0.3050217 0.18750000 0.06250000 6.914643
## 1487 0.35177778 0.30440741 0.4228333 0.27660000 0.19150000 12.535719
## 1508 0.29376471 0.23738028 0.3771667 0.27500000 0.13330000 11.278495
## 1735 0.27551515 0.21000000 0.3901667 0.18180000 0.09090000 6.230767
## 2294 0.20361538 0.09033333 0.4585000 0.61540000 0.00000000 18.000000
## 805 0.33626087 0.32347059 0.3725000 0.21740000 0.08700000 9.642851
## 1563 0.37712281 0.39376389 0.3485952 0.18970000 0.09480000 7.867555
## 1576 0.18150000 0.23733333 0.0140000 0.25000000 0.25000000 9.000000
## 1578 0.33796970 0.38628571 0.2534167 0.18180000 0.15150000 7.714286
## 1588 0.23900000 0.23900000 NA 0.00000000 0.00000000 0.000000
## 1606 0.22771064 0.25141722 0.1850952 0.31650000 0.07170000 10.657900
## 1644 0.37633333 0.42864286 0.3031000 0.00000000 0.08330000 0.000000
## 1650 0.32583784 0.31143478 0.3495000 0.24320000 0.10810000 9.000000
## 1655 0.47175000 0.49133333 0.4130000 0.00000000 0.00000000 0.000000
## 1679 0.28800000 0.29412381 0.2760926 0.23600000 0.11180000 9.079638
## 1698 0.35727941 0.37618868 0.2904667 0.21740000 0.04350000 7.941176
## 1712 0.50985714 0.28825000 0.8053333 0.00000000 0.28570000 0.000000
## 1722 0.33470130 0.27398276 0.5200526 0.16880000 0.10390000 7.019999
## 1745 0.31494488 0.28209211 0.3639020 0.20610000 0.12980000 8.010998
## 2562 0.40352381 0.40814286 0.3942857 0.17460000 0.19050000 7.815769
## 366 0.35722598 0.35362457 0.3611487 0.19361652 0.07106750 7.935424
## 389 0.25712963 0.27319355 0.2354783 0.29627222 0.09260556 10.181818
## 424 0.26646667 0.25025000 0.2886579 0.25554667 0.02218667 8.872144
## 1627 0.43542857 0.46660000 0.3575000 0.14290000 0.42860000 9.000000
## 1668 0.35468512 0.33004636 0.3816449 0.23470000 0.09860000 9.703125
## 2123 0.03950000 0.07200000 0.0070000 0.00000000 0.00000000 0.000000
## 2146 0.28522695 0.25601714 0.3330000 0.28420000 0.11230000 11.101517
## 21811 0.36520000 0.52525000 0.2585000 0.30000000 0.15000000 14.727259
## 231 0.35696875 0.35769565 0.3551111 0.25000000 0.03123750 9.962742
## 592 0.31111508 0.34307792 0.2608878 0.18355664 0.11325898 7.337212
## 813 0.42425926 0.29350000 0.5288667 0.14810000 0.03700000 8.307698
## 1088 0.33569364 0.35225342 0.2461481 0.15520000 0.09200000 6.075000
## 1449 0.29268142 0.25233083 0.3503871 0.26640000 0.05680000 9.201112
## 1670 0.35116923 0.35192857 0.3502833 0.17620000 0.09960000 6.977532
## 1945 0.31007985 0.29959236 0.3256132 0.19850000 0.08990000 7.994409
## 2306 0.17150000 0.24950000 0.0935000 0.25000000 0.00000000 9.000000
## 2527 0.32082326 0.33688961 0.2802623 0.13510000 0.06310000 5.259744
## 340 0.31859916 0.29948980 0.3498111 0.27424557 0.11812278 10.259379
## 429 0.32951454 0.31272385 0.3488077 0.20934699 0.09130200 7.735958
## 807 0.23471849 0.24080672 0.2286303 0.42680000 0.03350000 14.269438
## 9231 0.31360248 0.30821591 0.3200959 0.22840000 0.08640000 8.919650
## 1867 0.46363636 0.49000000 0.4320000 0.18180000 0.09090000 6.749991
## 1956 0.52846429 0.53005556 0.5256000 0.10710000 0.10710000 6.750000
## 2334 0.17740000 0.18350000 0.1733333 0.00000000 0.00000000 0.000000
## 2450 0.30219340 0.33520000 0.2630619 0.26390000 0.12040000 10.192059
## 372 0.34420062 0.31991176 0.3659327 0.22772077 0.10150231 9.235100
## 412 0.41001980 0.35975385 0.5007778 0.12874455 0.11884752 6.048646
## 775 0.41206061 0.51166667 0.2925333 0.18180000 0.15150000 8.526320
## 1358 0.32550000 0.02300000 0.4263333 0.00000000 0.25000000 0.000000
## 1448 0.42164550 0.39203704 0.4611235 0.16670000 0.13020000 7.322040
## 1899 0.27571429 0.27481818 0.2790000 0.07140000 0.00000000 3.000000
## 1939 0.26587500 0.21877778 0.3264286 0.00000000 0.06250000 0.000000
## 2302 0.23594118 0.20900000 0.2853333 0.22220000 0.05560000 9.818173
## 347 0.30051765 0.30021495 0.3010317 0.20112759 0.10349310 7.439481
## 743 0.28755368 0.25686005 0.3152202 0.24010000 0.05970000 8.795771
## 1374 0.66875000 0.73150000 0.6060000 0.00000000 0.50000000 0.000000
## 1376 0.33940909 0.32683333 0.3545000 0.25000000 0.11360000 11.423073
## 14871 0.35177778 0.30440741 0.4228333 0.27660000 0.19150000 12.535719
## 1509 0.24857143 0.12283333 0.3428750 0.28570000 0.07140000 9.818173
## 1874 0.36040000 0.26900000 0.4213333 0.00000000 0.00000000 0.000000
## 2270 0.43179070 0.43087500 0.4329474 0.13950000 0.13950000 6.230767
## 711 0.27233379 0.26978431 0.2756151 0.33470000 0.05650000 12.060684
## 10421 0.27678723 0.34381481 0.1863000 0.23400000 0.04260000 8.485690
## 1161 0.31487308 0.36068831 0.2483113 0.22260000 0.09430000 8.211336
## 1235 0.31303876 0.31086842 0.3161509 0.26820000 0.11110000 9.895283
## 1300 0.37925000 0.46333333 0.1270000 0.00000000 0.00000000 0.000000
## 1320 0.37712941 0.35752679 0.4149828 0.21640000 0.12280000 9.424537
## 2238 0.34465217 0.39929412 0.1898333 0.13040000 0.00000000 5.400000
## 2569 0.29812167 0.31238012 0.2716196 0.29210000 0.13480000 12.034292
## 395 0.29092628 0.29036723 0.2916593 0.33333333 0.11112222 12.990105
## 1429 0.25891379 0.27242424 0.2410800 0.31030000 0.01720000 11.045429
## 1440 0.09700000 0.13650000 0.0180000 0.33330000 0.00000000 9.000000
## 1443 0.30333735 0.32295139 0.2764381 0.31080000 0.08760000 10.911906
## 1474 0.34813167 0.36262420 0.3297823 0.26600000 0.10990000 10.657900
## 1501 0.35456962 0.31156522 0.4145152 0.17280000 0.08640000 7.269245
## 1502 0.26104286 0.23965934 0.3007551 0.34040000 0.12060000 12.831671
## 1504 0.24975000 0.17480000 0.3032857 0.25000000 0.16670000 9.000000
## 1516 0.30720370 0.34542857 0.2660385 0.23210000 0.07140000 8.775022
## 1922 0.33648000 0.37917647 0.2457500 0.16000000 0.16000000 6.352938
## 222 0.26998400 0.26181208 0.2820396 0.24801772 0.04327362 8.663390
## 4791 0.31962500 0.26854839 0.3676061 0.18748750 0.10941250 8.276786
## 1254 0.31435417 0.28039216 0.3528444 0.28210000 0.09740000 10.683461
## 1343 0.18300000 0.18300000 NA 0.00000000 0.00000000 0.000000
## 1671 0.34045833 0.31331148 0.3877714 0.12500000 0.03130000 4.563374
## 1705 0.25849682 0.26988750 0.2466623 0.28660000 0.07640000 10.296618
## 1719 0.29551613 0.29424779 0.2974795 0.23530000 0.06420000 9.428571
## 1830 0.24979167 0.20881250 0.3317500 0.25000000 0.04170000 10.800000
## 1172 0.29748000 0.24732143 0.3613182 0.18000000 0.08000000 6.750000
## 11951 0.29904167 0.28347134 0.3284940 0.23970000 0.09090000 8.897733
## 1311 0.32110791 0.31088571 0.3314783 0.28780000 0.17990000 11.489374
## 1313 0.30784868 0.32686905 0.2843529 0.19480000 0.09740000 7.570087
## 1353 0.25794222 0.20483654 0.3035868 0.38500000 0.12390000 14.500000
## 1360 0.34179825 0.31277922 0.4021892 0.14530000 0.10260000 6.557152
## 1895 0.36504444 0.35146429 0.3874118 0.15560000 0.18890000 7.411765
## 1983 0.58583333 0.54777778 0.7000000 0.08330000 0.25000000 4.500000
## 2248 0.39247619 0.32323333 0.4848000 0.20560000 0.14020000 9.281265
## 2357 0.28101316 0.30896226 0.2166087 0.21050000 0.07890000 7.322021
## 226 0.32908696 0.28745070 0.3962727 0.19329412 0.05882017 7.768298
## 480 0.32974021 0.35037158 0.2912143 0.25091767 0.06007774 9.282812
## 845 0.33019751 0.33001445 0.3304108 0.22760000 0.08360000 9.187500
## 1552 0.43993103 0.46223529 0.4083333 0.10340000 0.24140000 4.764703
## 1609 0.26527049 0.24665035 0.2916337 0.23480000 0.06480000 8.557377
## 1703 0.33575000 NA 0.3357500 0.00000000 0.00000000 0.000000
## 1728 0.32402353 0.30945652 0.3412051 0.25880000 0.10590000 11.423099
## 2145 0.27875000 0.23783333 0.4015000 0.50000000 0.00000000 18.000000
## 249 0.26059048 0.26830769 0.2500301 0.27131136 0.08515804 9.968130
## 251 0.30838542 0.33755556 0.2708810 0.29085714 0.10710408 11.745910
## 506 0.34356343 0.33643333 0.3626096 0.21431978 0.07505000 8.321701
## 556 0.34228972 0.37532051 0.2534483 0.11112500 0.12960648 4.771643
## 1208 0.28623735 0.28196914 0.2935158 0.23170000 0.08110000 8.756752
## 1283 0.31738000 0.31487500 0.3200082 0.16730000 0.03980000 5.875651
## 1284 0.30725000 0.30599065 0.3087640 0.26400000 0.09140000 10.173913
## 2345 0.33069388 0.33230556 0.3291467 0.20270000 0.10140000 8.265298
## 2565 0.34712727 0.31634286 0.4010000 0.25000000 0.17860000 10.356179
## 317 0.23015152 0.25144706 0.1916383 0.25000000 0.05300909 8.983411
## 335 0.27598742 0.27428302 0.2793962 0.29192609 0.08693416 11.043748
## 663 0.35183105 0.37350588 0.2766327 0.11311855 0.08595339 4.363951
## 1333 0.28178740 0.26931250 0.2944603 0.27340000 0.10940000 10.500000
## 1475 0.23111765 0.19654545 0.2945000 0.17650000 0.00000000 6.750000
## 19961 0.52520000 0.35866667 0.5965714 0.00000000 0.10000000 0.000000
## 2113 0.23259310 0.20468750 0.2669385 0.35620000 0.11640000 12.763625
## 2368 0.28074627 0.25914706 0.3030000 0.19120000 0.05880000 6.622629
## 22 0.31220000 0.35679310 0.2506190 0.31995200 0.07997000 12.076364
## 63 0.26520202 0.28001961 0.2494583 0.29701485 0.08909010 10.535293
## 168 0.31870303 0.28586486 0.3606000 0.22222492 0.08704595 8.557259
## 174 0.25928033 0.27013514 0.2416264 0.30324754 0.07372254 11.165779
## 673 0.33948993 0.37975281 0.2797667 0.22147383 0.11407718 8.277901
## 1177 0.31336641 0.29870482 0.3387188 0.23400000 0.11700000 9.048644
## 1180 0.24193991 0.26038710 0.2209541 0.42550000 0.09790000 15.083791
## 1260 0.47671429 0.48520000 0.4654000 0.14290000 0.05710000 6.136366
## 1744 0.35808861 0.35136538 0.3710370 0.12200000 0.13410000 5.000000
## 1759 0.30404813 0.26335200 0.3860968 0.28340000 0.08020000 10.369565
## 2222 0.30109562 0.31117361 0.2875327 0.21430000 0.10320000 7.923917
## 2362 0.37383333 0.31847619 0.4222708 0.15220000 0.20650000 7.714302
## 2530 0.35126923 0.27618750 0.4714000 0.19230000 0.19230000 9.642851
## 2600 0.26055200 0.27674691 0.2307386 0.26000000 0.08800000 9.696138
## 2641 0.35320513 0.30647143 0.4228085 0.25640000 0.08550000 10.519467
## 7581 0.28360870 0.25016602 0.3156889 0.29270000 0.08260000 10.772407
## 1178 0.30222408 0.27068783 0.3564091 0.20780000 0.13310000 8.429273
## 1287 0.26955474 0.27845122 0.2562909 0.21900000 0.10950000 8.804338
## 1445 0.51716667 0.55600000 0.4977500 0.00000000 0.16670000 0.000000
## 19561 0.52846429 0.53005556 0.5256000 0.10710000 0.10710000 6.750000
## 2229 0.37534483 0.42094643 0.2929677 0.11240000 0.10110000 4.426237
## 2246 0.36654098 0.39462500 0.3355517 0.08200000 0.08200000 3.648659
## 2312 0.32416049 0.29206522 0.3663429 0.12200000 0.08540000 5.094330
## 2412 0.32829480 0.33160417 0.3241688 0.23730000 0.11860000 10.598121
## 173 0.29350825 0.30939378 0.2656364 0.23776710 0.08143257 8.946254
## 315 0.24288994 0.21561600 0.2675054 0.38261136 0.08521117 13.808369
## 376 0.27795270 0.26831579 0.2881250 0.35138243 0.08108784 13.499988
## 1630 0.27300000 0.34600000 0.0540000 0.00000000 0.25000000 0.000000
## 1646 0.34035593 0.28097561 0.4756111 0.22030000 0.10170000 9.750000
## 1683 0.28284211 0.29123841 0.2718174 0.26120000 0.08210000 9.449995
## 1891 0.30197980 0.29777551 0.3061000 0.14850000 0.08910000 5.472965
## 1930 0.40610345 0.38865000 0.4448889 0.17240000 0.06900000 8.437505
## 2007 0.25957252 0.26718243 0.2496930 0.27100000 0.08780000 10.142857
## 2252 0.35466667 0.31463636 0.4064706 0.23080000 0.05130000 9.346150
## 2471 0.35091803 0.33782222 0.3877500 0.22950000 0.14750000 9.692308
## 2511 0.45409302 0.49066667 0.3923750 0.20930000 0.18600000 12.149994
## 152 0.30673427 0.25348864 0.3919273 0.17998667 0.08671000 7.326811
## 307 0.25429151 0.23724432 0.2858737 0.27940882 0.06618235 9.864886
## 414 0.27229528 0.28468456 0.2547143 0.18677121 0.04669377 6.397843
## 1185 0.30517857 0.27271774 0.3454300 0.27190000 0.07460000 9.905331
## 1331 0.32473026 0.30054802 0.3584331 0.21610000 0.10970000 8.185516
## 1351 0.23650000 0.10500000 0.4995000 0.33330000 0.16670000 9.000000
## 1565 0.44400000 0.33200000 0.5240000 0.08330000 0.00000000 4.500000
## 1718 0.47140000 0.58060000 0.3622000 0.00000000 0.00000000 0.000000
## 1808 0.30300000 0.27450000 0.3315000 0.00000000 0.00000000 0.000000
## 2013 0.29595238 0.30454310 0.2767885 0.23960000 0.07400000 8.818545
## 2031 0.35336364 0.32862500 0.4193333 0.00000000 0.09090000 0.000000
## 2090 0.42250000 0.39570370 0.4605789 0.14890000 0.04260000 6.750002
## 598 0.37132941 0.37875124 0.3437037 0.16342218 0.07779922 6.606119
## 1155 0.32460870 0.36500000 0.2322857 0.23910000 0.08700000 9.281221
## 13581 0.32550000 0.02300000 0.4263333 0.00000000 0.25000000 0.000000
## 1533 0.32431933 0.29197260 0.3756522 0.31670000 0.09170000 12.512211
## 2025 0.27603463 0.22594304 0.3844521 0.28760000 0.12020000 10.578947
## 2035 0.31793392 0.29644776 0.3488925 0.25760000 0.05240000 9.654545
## 2307 0.28177679 0.27942963 0.2853371 0.19560000 0.08000000 6.906981
## 2498 0.36165116 0.35879104 0.3717368 0.21840000 0.06900000 8.142857
## 5321 0.36508036 0.32645333 0.4433784 0.16962411 0.15179821 7.704270
## 975 0.29334662 0.30302113 0.2839693 0.25300000 0.05030000 9.103948
## 1040 0.32048718 0.32890625 0.2820000 0.19660000 0.08550000 7.762490
## 1214 0.38164516 0.39294286 0.3670000 0.12900000 0.17740000 5.684195
## 1612 0.37880000 0.30266667 0.4930000 0.10000000 0.00000000 3.857149
## 2006 0.46761111 0.49110000 0.4382500 0.05560000 0.05560000 3.375001
## 2338 0.28283333 0.29028125 0.2743214 0.15000000 0.08330000 5.651176
## 2504 0.33121053 0.37904167 0.2492143 0.25640000 0.10260000 10.384624
## 2536 0.26363636 0.22500000 0.2958333 0.09090000 0.18180000 3.000000
## 279 0.26387324 0.25562963 0.2781410 0.24765794 0.09347103 8.955518
## 351 0.29683333 0.27867105 0.3202288 0.23805495 0.07694505 8.466903
## 1336 0.45375000 0.43271429 0.4832000 0.20830000 0.12500000 10.384623
## 13492 0.33019429 0.34728704 0.3026418 0.19770000 0.10730000 7.875000
## 1356 0.31401045 0.28001163 0.3648609 0.28620000 0.12760000 10.931713
## 1417 0.28948649 0.26623810 0.3200000 0.15790000 0.13160000 7.363640
## 15091 0.24857143 0.12283333 0.3428750 0.28570000 0.07140000 9.818173
## 1542 0.23599222 0.22865942 0.2444958 0.32690000 0.08460000 11.953125
## 2055 0.32887857 0.32076136 0.3426154 0.23400000 0.12770000 8.954778
## 2273 0.31166667 0.31166667 NA 0.00000000 0.00000000 0.000000
## 2499 0.32652427 0.34348031 0.2992658 0.16670000 0.10480000 7.052234
## 2566 0.46305714 0.42504762 0.5200714 0.17140000 0.14290000 7.714286
## 51 0.34893595 0.33944444 0.3609112 0.18733707 0.14462525 7.521180
## 365 0.37428142 0.37170330 0.3768315 0.14442371 0.07358965 5.674449
## 552 0.28297297 0.24964444 0.3145474 0.23784649 0.12434541 9.144382
## 630 0.27689143 0.29841270 0.2215510 0.30766923 0.05986923 11.091160
## 1493 0.39850000 0.29800000 0.7000000 0.25000000 0.50000000 13.500014
## 1506 0.22987273 0.24631293 0.2109922 0.26520000 0.05730000 9.559804
## 1514 0.00000000 0.00000000 NA 1.00000000 0.00000000 27.000028
## 1925 0.32115138 0.30841176 0.3422805 0.18100000 0.12220000 7.105259
## 2349 0.33916514 0.34300000 0.3330476 0.17270000 0.10910000 6.840000
## 2413 0.27700000 0.41466667 0.0705000 0.20000000 0.20000000 9.000000
## 2629 0.32118056 0.36777333 0.2705362 0.19310000 0.06210000 7.714294
## 48 0.28350417 0.25751163 0.3137117 0.31560656 0.11064508 11.856648
## 246 0.25021778 0.25309524 0.2447949 0.27076245 0.06553362 9.776071
## 1428 0.34403030 0.31125000 0.3627619 0.12120000 0.12120000 5.399997
## 14872 0.35177778 0.30440741 0.4228333 0.27660000 0.19150000 12.535719
## 1503 0.34214634 0.23227778 0.4281304 0.19280000 0.14460000 8.150928
## 16981 0.35727941 0.37618868 0.2904667 0.21740000 0.04350000 7.941176
## 1700 0.29981597 0.30626590 0.2901130 0.19800000 0.04440000 7.386799
## 2169 0.71775000 0.21950000 1.2160000 0.00000000 0.25000000 0.000000
## 2178 0.30478041 0.33318519 0.2704403 0.25080000 0.08030000 10.024758
## 2626 0.29786429 0.29320253 0.3039016 0.17610000 0.09150000 6.617647
## 3951 0.29092628 0.29036723 0.2916593 0.33333333 0.11112222 12.990105
## 1270 0.45800000 0.44512500 0.5610000 0.11110000 0.33330000 9.000000
## 1315 0.32645833 0.32100000 0.3300345 0.27080000 0.06250000 10.968715
## 1381 0.24514286 0.39670000 0.1073636 0.38100000 0.09520000 14.400000
## 16531 0.39677778 0.42250000 0.3453333 0.00000000 0.00000000 0.000000
## 1661 0.38672727 0.42659740 0.3169545 0.17210000 0.11480000 6.517241
## 2027 0.31184672 0.31836735 0.3042992 0.27760000 0.11030000 11.262038
## 2128 0.30382456 0.28634641 0.3394800 0.24570000 0.12930000 9.559000
## 1220 0.39374194 0.35887500 0.4309333 0.25000000 0.21880000 12.000000
## 1369 0.36960000 0.45675000 0.0210000 0.00000000 0.00000000 0.000000
## 1392 0.31273988 0.32933010 0.2883286 0.18860000 0.06860000 6.960932
## 1751 0.30954687 0.34697183 0.2629298 0.28130000 0.10160000 10.800000
## 1988 0.30294366 0.30809091 0.2945556 0.22540000 0.12680000 8.639983
## 2153 0.28546154 0.32527642 0.2024576 0.27420000 0.12900000 10.200000
## 2167 0.42995000 0.46341860 0.3452941 0.16670000 0.10000000 7.714290
## 2437 0.35559420 0.35146296 0.3704667 0.07250000 0.08700000 2.699995
## 2454 0.27550943 0.30812903 0.2295455 0.16980000 0.16980000 6.567586
## 2578 0.25866471 0.26308065 0.2467609 0.37210000 0.10470000 13.935495
## 1097 0.29914723 0.28904545 0.3526988 0.26200000 0.07650000 9.364533
## 1209 0.61050000 0.23333333 1.7420000 0.50000000 0.25000000 27.000028
## 1335 0.32495161 0.27545714 0.3891111 0.19050000 0.06350000 7.199985
## 1975 0.27609286 0.25040206 0.3340465 0.30070000 0.10490000 11.610011
## 2187 0.28250917 0.26313178 0.3105955 0.26030000 0.12330000 9.679245
## 2259 0.55246667 0.54330769 0.6120000 0.13330000 0.33330000 10.800044
## 2341 0.38193750 0.34577273 0.4125385 0.24490000 0.14290000 10.124968
## 2453 0.27039834 0.28917391 0.2452427 0.27570000 0.07820000 10.517448
## 2522 0.35554054 0.32474576 0.3904808 0.25000000 0.07140000 9.569632
## 574 0.32401714 0.35765683 0.2086203 0.17181859 0.06199577 6.854019
## 590 0.29698777 0.32513636 0.2537829 0.23400365 0.06082796 8.498753
## 983 0.29719974 0.30580000 0.2885092 0.24550000 0.04680000 8.921313
## 1013 0.31951155 0.32763559 0.2908955 0.20230000 0.06360000 7.626441
## 2076 0.39375000 0.23475000 0.5527500 0.06250000 0.00000000 2.250000
## 2158 0.30100000 0.50400000 0.2333333 0.50000000 0.25000000 18.000000
## 2177 0.35456667 0.29483333 0.4441667 0.15000000 0.11670000 5.926815
## 2324 0.35007265 0.35760584 0.3394330 0.31780000 0.14830000 12.735849
## 182 0.33641313 0.35385333 0.3124128 0.19924674 0.09958199 7.996071
## 212 0.31308915 0.31764516 0.3062330 0.22010425 0.09650039 8.947779
## 333 0.31597708 0.31114231 0.3216909 0.19959044 0.07066965 7.756897
## 609 0.36340855 0.34372848 0.4309470 0.18734514 0.10736337 7.664661
## 1162 0.32582639 0.29390909 0.3759821 0.26210000 0.14480000 10.687500
## 1286 0.26585121 0.23080311 0.3363125 0.26710000 0.09930000 10.028571
## 1426 0.30648855 0.26525000 0.3634727 0.27270000 0.10230000 9.868015
## 1611 0.34037500 0.27802273 0.4027273 0.13330000 0.15560000 6.352941
## 1882 0.28956250 0.29956989 0.2713137 0.27030000 0.10140000 10.285714
## 1958 0.27083832 0.22124731 0.3331622 0.35710000 0.10710000 13.728825
## 2038 0.33239576 0.33167097 0.3332734 0.21880000 0.08330000 8.177889
## 2467 0.31582105 0.35080357 0.2655897 0.22800000 0.06220000 8.136998
## 756 0.46141667 0.29366667 0.6291667 0.00000000 0.16670000 0.000000
## 780 0.31102605 0.31888104 0.3018391 0.25450000 0.05570000 9.653658
## 991 0.33993123 0.31848084 0.3549100 0.18950000 0.06980000 7.496852
## 1305 0.32266045 0.29405161 0.3619027 0.23250000 0.09230000 8.723077
## 1373 0.54557143 0.60380000 0.4000000 0.00000000 0.14290000 0.000000
## 1459 0.35959195 0.36449495 0.3531200 0.22990000 0.07470000 9.230769
## 1594 0.38822222 0.34925000 0.7000000 0.00000000 0.11110000 0.000000
## 1860 0.37215152 0.36300000 0.3862308 0.03030000 0.03030000 1.285714
## 613 0.41038636 0.39028947 0.5376667 0.06819773 0.06819773 2.522727
## 1108 0.25834628 0.25649612 0.2677059 0.25720000 0.05790000 9.270382
## 2279 0.40746667 0.30762500 0.5215714 0.13330000 0.13330000 7.714297
## 2310 0.30833333 0.46250000 0.0000000 0.33330000 0.33330000 13.500014
## 2333 0.31841667 0.29031707 0.3790526 0.22950000 0.09840000 9.692308
## 2348 0.38518367 0.44096923 0.2753030 0.30300000 0.03030000 12.461519
## 2372 0.33295192 0.36966087 0.2875591 0.15890000 0.10280000 6.800000
## 2526 0.44083333 0.38900000 0.7000000 0.00000000 0.16670000 0.000000
## 2574 0.29880769 0.32907143 0.2635000 0.29630000 0.11110000 10.799995
## 111 0.34865079 0.34186250 0.3604565 0.08730000 0.07936429 3.466836
## 1438 0.34123622 0.36623881 0.3133167 0.23620000 0.10240000 9.418594
## 15041 0.24975000 0.17480000 0.3032857 0.25000000 0.16670000 9.000000
## 1811 0.50521429 0.61342857 0.3970000 0.00000000 0.07690000 0.000000
## 2092 0.33473529 0.39431579 0.2592667 0.17650000 0.23530000 8.100008
## 2131 0.42223077 0.43057143 0.4125000 0.00000000 0.15380000 0.000000
## 2410 0.46577778 0.29083333 0.8156667 0.33330000 0.00000000 13.500000
## 2539 0.28663679 0.26219868 0.3471311 0.27520000 0.06880000 10.253164
## 1111 0.34865079 0.34186250 0.3604565 0.08730000 0.07936429 3.466836
## 14381 0.34123622 0.36623881 0.3133167 0.23620000 0.10240000 9.418594
## 15042 0.24975000 0.17480000 0.3032857 0.25000000 0.16670000 9.000000
## 18111 0.50521429 0.61342857 0.3970000 0.00000000 0.07690000 0.000000
## 20921 0.33473529 0.39431579 0.2592667 0.17650000 0.23530000 8.100008
## 21311 0.42223077 0.43057143 0.4125000 0.00000000 0.15380000 0.000000
## 24101 0.46577778 0.29083333 0.8156667 0.33330000 0.00000000 13.500000
## 25391 0.28663679 0.26219868 0.3471311 0.27520000 0.06880000 10.253164
## 529 0.33963043 0.31353125 0.3992857 0.13040217 0.17386957 5.221887
## 638 0.28549664 0.29733333 0.2735000 0.21714474 0.02634211 7.266740
## 951 0.27911881 0.29172131 0.2599000 0.27450000 0.04900000 9.818169
## 1505 0.27574359 0.24683333 0.3220000 0.10260000 0.05130000 3.857144
## 1614 0.33922917 0.32986885 0.3555429 0.12370000 0.09280000 4.835813
## 1927 0.34467925 0.27821311 0.4347778 0.18870000 0.04720000 7.605623
## 2481 0.32421101 0.41114062 0.2005778 0.22730000 0.14550000 10.074610
## 2590 0.28409375 0.25739024 0.3316957 0.31540000 0.08080000 11.412365
## 467 0.27867925 0.32452381 0.2273333 0.23899748 0.03143333 8.263365
## NameASCII KsperOut wFB_per_c wSL_per_c wCT_per_c
## 479 Carson Spiers 0.30654762 1.110039618 1.24979563 -6.23289124
## 532 Wes Benjamin 0.28534332 -2.291972490 -0.33373098 NA
## 1032 Sean Manaea 0.36059548 -0.075606131 -0.43603449 NA
## 1042 Reiver Sanmartin 0.31428481 2.226241430 0.35313401 NA
## 1047 Jake Latz 0.28571409 0.535412205 -4.88400012 NA
## 1964 Ryan Tepera 0.34375020 -3.180048366 -0.62084182 -2.46870241
## 2148 Josh Rojas 0.16666667 -5.285055439 NA NA
## 2154 Rene Pinto 0.00000000 -17.498999380 NA NA
## 2192 Braden Bristo 0.23809524 3.126226303 -2.38570008 1.76697203
## 2241 Juan Then 0.15151515 0.159069151 0.22093666 NA
## 447 Keaton Winn 0.27679604 -0.981628999 2.09738820 NA
## 490 David Price 0.26154741 0.137274663 NA 0.07283572
## 496 Wade LeBlanc 0.19660618 -0.717599883 NA -1.34239684
## 923 Vince Velasquez 0.33035742 -1.208774163 2.14891091 NA
## 1038 Framber Valdez 0.30940516 0.246693461 NA NA
## 1960 Chris Owings 0.00000000 -6.641622384 NA NA
## 1984 Spencer Patton 0.18918971 -0.794894621 -2.25052807 NA
## 1996 Ildemaro Vargas 0.00000000 -3.421067766 NA NA
## 2009 Joey Krehbiel 0.33333333 0.558107495 0.99064079 NA
## 2051 Adam Cimber 0.19354807 -0.293767679 -3.64800007 NA
## 2085 Reed Garrett 0.27118639 -0.217904433 -0.08846155 NA
## 342 Luis Cessa 0.14111111 -3.786213813 -2.39435123 NA
## 362 Zack Littell 0.27539707 0.497849393 -3.56118766 0.93402191
## 896 Xzavion Curry 0.10714289 -4.719855613 3.41654342 NA
## 1195 Hunter Strickland 0.32954565 0.575001749 0.53004222 NA
## 1389 Yoan Lopez 0.35135231 -1.728594625 -3.17420203 NA
## 1393 David Paulino 0.00000000 4.102352403 NA NA
## 1463 Kodi Whitley 0.35526363 0.738565807 4.43476677 NA
## 1767 Cody Stashak 0.30612308 -1.232324312 2.86588392 NA
## 2587 Danny Young 0.44000017 2.909081047 -1.32564505 NA
## 2607 Anthony Kay 0.25000063 0.797959067 -5.11250285 -1.56306874
## 137 Griffin Canning 0.33000454 -1.588493773 -1.00876549 NA
## 258 Jimmy Lambert 0.31892338 0.228561564 0.04406754 NA
## 377 Brett Kennedy 0.16666667 -0.714259716 -1.86623072 NA
## 1581 Christian Bethancourt 0.08333333 -1.989478847 NA NA
## 1640 Lucas Sims 0.24999988 -3.147127195 1.44064665 NA
## 2382 Brett Martin 0.22459905 1.408451820 1.24185402 NA
## 2503 Colin Poche 0.36363617 0.307588072 -0.88024656 NA
## 2622 Josh Walker 0.40000000 -0.779930111 -1.20166110 NA
## 69 Mike Mayers 0.39883500 -0.057363176 1.05721285 -1.10068201
## 136 Brandon Bielak 0.30930957 0.116667579 -3.12997061 2.52966591
## 1101 Patrick Corbin 0.22962963 -0.872431353 -0.74051074 NA
## 1268 Archie Bradley 0.26143791 1.027394443 NA NA
## 1279 Dylan Floro 0.32291667 1.555621271 NA -0.66755816
## 1308 Rowan Wick 0.42028986 0.769841477 -1.31002501 1.57118699
## 1324 Andrew Knapp 0.00000000 5.541750044 NA NA
## 1330 Alex Reyes 0.43778823 0.242256978 2.75551442 NA
## 2104 Josh Lester 0.33333333 -1.671222183 NA NA
## 2314 Anthony Gose 0.44999979 3.796833470 0.38176129 NA
## 2381 Josh Taylor 0.41958101 -1.497041500 2.31620266 NA
## 55 Alec Mills 0.24388204 -0.137413405 0.13345876 NA
## 1153 Joe Smith 0.28571404 -0.439240822 -1.03229972 NA
## 1439 Brandyn Sittinger 0.07142852 -2.391214243 -8.35870802 NA
## 1617 Seth Lugo 0.35384615 0.333453549 -0.92910347 NA
## 1653 Matt Reynolds 0.00000000 -9.481692314 NA NA
## 1737 Domingo Acevedo 0.28571414 -0.652625314 1.24615225 NA
## 1926 Robert Suarez 0.42657314 1.425771567 -4.16079322 0.35701638
## 2300 Victor Mederos 0.33333333 -0.961268151 2.34767005 NA
## 238 Mitch Keller 0.28937980 0.229754162 0.68522363 NA
## 1077 Justin Steele 0.35294118 -0.524734722 1.44283710 NA
## 1159 Pedro Strop 0.50000000 -5.317599984 2.44016143 3.19749991
## 1253 Kevin Pillar 0.00000000 4.358983537 NA NA
## 1387 Domingo Acevedo 0.27272727 -3.273852305 4.42628002 NA
## 1450 Raynel Espinal 0.00000000 -1.437674076 NA NA
## 1915 Frank German 0.33333333 -3.756431053 -5.64099997 NA
## 2483 Jose Castillo 0.33333333 -4.697487503 2.93008741 NA
## 612 Matthew Liberatore 0.26984410 -1.379911377 -1.34124236 NA
## 1229 Ronald Torreyes 0.12499984 -7.530382100 NA NA
## 1231 A.J. Cole 0.29166667 -1.014708355 4.98585171 3.44860906
## 1349 Phillips Valdez 0.29166667 0.201011222 -1.59566667 NA
## 1553 Ryan Brasier 0.34224616 -1.545464493 0.90285582 NA
## 1660 Yunior Marte 0.30555556 0.036852542 -0.80250461 NA
## 1663 Jose Leclerc 0.37762213 -2.353013979 1.88609251 NA
## 1959 Christian Bethancourt 0.00000000 -22.801198960 NA NA
## 6121 Matthew Liberatore 0.26984410 -1.379911377 -1.34124236 NA
## 12291 Ronald Torreyes 0.12499984 -7.530382100 NA NA
## 12311 A.J. Cole 0.29166667 -1.014708355 4.98585171 3.44860906
## 13491 Phillips Valdez 0.29166667 0.201011222 -1.59566667 NA
## 15531 Ryan Brasier 0.34224616 -1.545464493 0.90285582 NA
## 16601 Yunior Marte 0.30555556 0.036852542 -0.80250461 NA
## 16631 Jose Leclerc 0.37762213 -2.353013979 1.88609251 NA
## 19591 Christian Bethancourt 0.00000000 -22.801198960 NA NA
## 476 Carmen Mlodzinski 0.31465055 0.988565237 -0.02134568 1.25648097
## 527 Sam Hentges 0.32772397 -2.494787378 -0.50765504 NA
## 576 Sean Newcomb 0.34024651 -0.236529525 -4.66966159 NA
## 2047 Brandon Dixon 0.00000000 10.766857010 NA NA
## 2118 Enyel De Los Santos 0.31472064 0.860017331 1.78356739 NA
## 2133 Lucas Erceg 0.41212121 0.539017804 -1.04662041 -5.27229236
## 2134 Zach McKinstry 0.00000000 -8.146454529 NA NA
## 2139 Zach Jackson 0.42592593 0.965588233 -1.17696690 NA
## 2181 Daysbel Hernandez 0.54545404 3.283975124 -7.19713943 NA
## 2190 Peter Solomon 0.15000038 -1.420162815 NA -4.82436513
## 2205 Emmanuel Clase 0.29357784 0.736110229 1.50778214 NA
## 2206 Seth Martinez 0.34883721 -0.700142187 0.76798538 NA
## 758 Shohei Ohtani 0.39897803 -0.716804923 2.67199540 0.14038126
## 820 Zach Davies 0.25310238 -0.714092456 -2.82311750 -2.01826436
## 1535 Nick Mears 0.32857190 0.181895166 NA NA
## 1546 Liam Hendriks 0.49132921 0.876822289 0.86662544 NA
## 1555 Huascar Brazoban 0.41666667 -2.308240304 1.72332702 NA
## 1618 Blake Treinen 0.40000000 4.409099817 4.36001044 -0.99384002
## 1684 Corey Knebel 0.30596993 0.837167534 -0.45836667 NA
## 1740 Yoan Lopez 0.30303030 -5.145370826 1.49875537 NA
## 1746 Daniel Duarte 0.24999968 -4.089525044 0.03833636 NA
## 2515 Jake Fishman 0.18181818 1.303902876 -1.82983823 NA
## 2577 Angel Perdomo 0.50574713 0.673821193 1.68664705 NA
## 537 Daniel Castano 0.21376843 -2.778968218 2.28644882 NA
## 960 Dylan Cease 0.40301318 -0.257542611 0.35130554 NA
## 1068 Hyun Jin Ryu 0.19753086 -1.390024243 -5.90927856 -1.03832252
## 12531 Kevin Pillar 0.00000000 4.358983537 NA NA
## 1301 Chris Mazza 0.25609788 1.140229614 1.54023968 -0.60978379
## 1487 Jeremy Beasley 0.46428587 -1.230990887 2.53059183 NA
## 1508 Demarcus Evans 0.41772205 -0.317908499 -0.58838801 -0.11975923
## 1735 Luis F. Ortiz 0.23076915 2.870879297 7.34024975 NA
## 2294 John McMillon 0.66666667 0.260248262 5.43118753 NA
## 805 Stephen Strasburg 0.35714261 -4.142907054 NA NA
## 1563 Ian Kennedy 0.29139091 0.002350028 NA -15.81688854
## 1576 Ehire Adrianza 0.33333333 3.685491780 NA NA
## 1578 Kirby Yates 0.28571429 -2.910724585 20.85379958 NA
## 1588 Randal Grichuk 0.00000000 0.608535018 NA 12.91794926
## 1606 Jason Adam 0.39473704 1.393096392 2.97468848 NA
## 1644 Carson Kelly 0.00000000 -3.880922978 -3.62882987 NA
## 1650 Kyle Barraclough 0.33333333 -1.237565652 2.15442862 3.01122492
## 1655 Kevin Plawecki 0.00000000 6.020350116 NA NA
## 1679 Reyes Moronta 0.33628288 -0.071222252 0.69628275 NA
## 1698 Keynan Middleton 0.29411765 -4.013721278 1.05234102 NA
## 1712 Willians Astudillo 0.00000000 4.080049906 NA NA
## 1722 Jake Reed 0.25999995 0.488472707 -2.76914374 NA
## 1745 Jonathan Hernandez 0.29670363 -0.876574657 2.65382715 NA
## 2562 Daniel Norris 0.28947291 1.266934604 -1.43913903 NA
## 366 Luke Weaver 0.29390458 -1.455878319 -5.59033048 -1.03646720
## 389 Miguel Diaz 0.37710438 1.953431981 4.25672803 NA
## 424 James McArthur 0.32859792 -1.002411514 2.69454370 NA
## 1627 Jackie Bradley Jr. 0.33333333 -1.884376605 NA NA
## 1668 Rowan Wick 0.35937500 -0.229914989 -3.85416968 -4.02524839
## 2123 Seby Zavala 0.00000000 9.444316228 NA NA
## 2146 Jordan Hicks 0.41116731 0.779022610 -0.52538741 NA
## 21811 Daysbel Hernandez 0.54545404 3.283975124 -7.19713943 NA
## 231 Daniel Mengden 0.36899043 -0.317726914 -10.58731184 1.50878446
## 592 Reiver Sanmartin 0.27174857 0.877764080 -1.48578374 NA
## 813 Jerad Eickhoff 0.30769253 -11.336053050 -10.20040512 NA
## 1088 Cole Ragans 0.22500000 -2.963506492 NA -0.12135949
## 1449 Jorge Alcala 0.34078194 0.088664818 2.64150996 NA
## 1670 Andres Machado 0.25842710 -0.254178844 -2.51461801 NA
## 1945 Luis Garcia 0.29608923 -0.308864823 -0.56907451 NA
## 2306 Mitch Moreland 0.33333333 1.621053884 NA NA
## 2527 John King 0.19480532 -0.063295662 -0.83606171 -7.28734840
## 340 Michael Fulmer 0.37997699 -0.622146884 0.21690091 NA
## 429 Javier Assad 0.28651695 1.001879901 0.52952357 0.39253751
## 807 Jacob deGrom 0.52849770 1.353647998 2.07981301 NA
## 9231 Vince Velasquez 0.33035742 -1.208774163 2.14891091 NA
## 1867 Aneurys Zabala 0.24999968 -6.586590680 NA NA
## 1956 Paolo Espino 0.25000000 -12.984694370 -5.18870257 NA
## 2334 Adam Eaton 0.00000000 -0.653937506 3.68363336 NA
## 2450 Joely Rodriguez 0.37748368 0.705278994 -3.14984012 NA
## 372 Jack Flaherty 0.34204075 -0.543319345 -1.01271860 NA
## 412 Adam Oller 0.22402391 -1.340614375 -1.44768037 -5.29959083
## 775 Ryan Feltner 0.31578963 -4.680934078 -1.63385953 -3.61064002
## 1358 Akeem Bostick 0.00000000 7.608000040 22.01620042 NA
## 1448 Bryan Garcia 0.27118666 -1.910852918 -0.25851813 NA
## 1899 Easton McGee 0.11111111 4.330037534 -5.37147396 7.50830025
## 1939 Eduardo Escobar 0.00000000 0.656120479 NA NA
## 2302 Oliver Perez 0.36363602 -0.320436845 1.84105552 NA
## 347 JT Chargois 0.27553634 1.023717971 0.09131872 NA
## 743 Sandy Alcantara 0.32576931 0.749987052 0.99801484 NA
## 1374 Roel Ramirez 0.00000000 -7.932111290 2.16247340 NA
## 1376 Dusten Knight 0.42307677 -3.940027621 -10.70320010 NA
## 14871 Jeremy Beasley 0.46428587 -1.230990887 2.53059183 NA
## 1509 Dauri Moreta 0.36363602 0.960892657 6.51784473 NA
## 1874 Alejo Lopez 0.00000000 -3.111507801 NA NA
## 2270 Devin Sweet 0.23076915 -0.868913289 -1.58661671 NA
## 711 Gerrit Cole 0.44669202 0.853160124 1.57279635 NA
## 10421 Reiver Sanmartin 0.31428481 2.226241430 0.35313401 NA
## 1161 Mark Melancon 0.30412354 -0.674483020 NA 0.90123961
## 1235 Luke Jackson 0.36649196 -0.784515954 1.93000006 NA
## 1300 Daniel Robertson 0.00000000 -0.666790977 NA NA
## 1320 Buck Farmer 0.34905692 -1.370190747 NA NA
## 2238 Brenan Hanifee 0.20000000 -0.065223539 -0.70336470 -1.51391434
## 2569 Aaron Bummer 0.44571453 -0.351199997 1.04257520 -0.82601915
## 395 Trevor Richards 0.48111499 -1.208815071 NA NA
## 1429 Scott Effross 0.40908997 0.481850364 0.62439131 NA
## 1440 Seranthony Dominguez 0.33333333 7.206429839 0.97274249 NA
## 1443 Trevor Richards 0.40414467 2.055756211 1.42797532 NA
## 1474 Trevor Stephan 0.39473704 -0.772479956 -0.39074292 NA
## 1501 J.B. Bukauskas 0.26923129 -3.839992594 -0.15410249 NA
## 1502 Nick Sandlin 0.47524708 0.819625778 0.89673570 NA
## 1504 Eduard Bazardo 0.33333333 0.629094450 -3.61064002 NA
## 1516 Kervin Castro 0.32500082 2.279380004 NA NA
## 1922 Cole Waites 0.23529399 -3.178068383 1.23206454 NA
## 222 Reynaldo Lopez 0.32086630 2.196867210 -0.38751783 NA
## 4791 Carson Spiers 0.30654762 1.110039618 1.24979563 -6.23289124
## 1254 Seth Lugo 0.39568372 0.914711409 -2.43870485 NA
## 1343 Jack Mayfield 0.00000000 11.372400320 NA NA
## 1671 Luis Perdomo 0.16901384 0.975949988 0.81220254 NA
## 1705 Hunter Harvey 0.38135624 1.863615536 -3.08956007 NA
## 1719 Victor Arano 0.34920635 -0.681316654 -0.70999373 NA
## 1830 Jhon Romero 0.40000000 -2.174632647 1.79848152 NA
## 1172 Ryan Brasier 0.25000000 1.477355516 -2.69774502 NA
## 11951 Hunter Strickland 0.32954565 0.575001749 0.53004222 NA
## 1311 Dillon Maples 0.42553237 -0.163222941 1.97650740 NA
## 1313 Andres Machado 0.28037358 -0.264270268 0.42919750 NA
## 1353 Devin Williams 0.53703704 -1.406701406 -1.58900714 NA
## 1360 Stefan Crichton 0.24285749 -1.997209370 -0.18933482 NA
## 1895 Luis Frias 0.27450980 -2.167756708 -5.08741107 NA
## 1983 Jace Peterson 0.16666667 -4.642395363 NA NA
## 2248 Cody Bolton 0.34375054 -1.652811234 -1.30753435 NA
## 2357 Adam Conley 0.27118598 -0.033442124 -2.89668616 NA
## 226 Julian Merryweather 0.28771473 -3.560170932 1.93974325 NA
## 480 Louie Varland 0.34380784 -0.392013258 -2.06681804 0.67121945
## 845 JT Brubaker 0.34027778 -0.906666705 -1.22023945 NA
## 1552 Arodys Vizcaino 0.17647049 -0.693288226 NA NA
## 1609 Yimi Garcia 0.31693989 2.392978793 -4.37522541 0.86976536
## 1703 Jack Mayfield 0.00000000 1.909269278 NA NA
## 1728 James Norwood 0.42307775 -2.063358737 -0.05148857 NA
## 2145 Guillermo Zuniga 0.66666667 0.083749167 2.38722949 NA
## 249 Freddy Peralta 0.36919000 0.672847342 0.30803860 NA
## 251 Tommy Nance 0.43503370 -1.794315894 1.29073078 NA
## 506 Drew Smyly 0.30821113 -0.890827834 NA -0.76664986
## 556 Packy Naughton 0.17672751 -0.124698300 -4.38587205 NA
## 1208 Sergio Romo 0.32432416 0.826201151 0.43397418 NA
## 1283 Richard Rodriguez 0.21761669 1.300986798 0.30039084 NA
## 1284 Robert Stephenson 0.37681159 -0.651841679 0.60543101 NA
## 2345 Alex Claudio 0.30612215 -0.705077447 0.02406088 NA
## 2565 Amir Garrett 0.38356217 -0.241687126 -0.78269811 NA
## 317 Hayden Wesneski 0.33271892 1.391057912 1.44353609 0.65319333
## 335 John Brebbia 0.40902770 1.057170187 -0.42025079 NA
## 663 Josh Fleming 0.16162780 0.379575400 NA NA
## 1333 Kyle McGowin 0.38888889 0.288199992 0.49990704 NA
## 1475 Jhon Romero 0.25000000 -1.739068031 1.01010589 NA
## 19961 Ildemaro Vargas 0.00000000 -3.421067766 NA NA
## 2113 Ryan Helsley 0.47272686 0.860346028 NA 3.12551357
## 2368 Kent Emanuel 0.24528255 1.085746004 -2.19241170 NA
## 22 David Robertson 0.44727273 NA NA 0.01996861
## 63 Corey Knebel 0.39019605 1.669692449 NA NA
## 168 Luis Patino 0.31693551 0.823577441 -0.20373682 NA
## 174 Matt Bush 0.41354738 0.116768478 -2.91254650 NA
## 673 Austin Cox 0.30658891 -0.175667922 0.79344790 NA
## 1177 Jose Cisnero 0.33513496 1.360441744 -1.31396657 NA
## 1180 Craig Kimbrel 0.55865892 0.802798271 NA NA
## 1260 Chris Devenski 0.22727283 -5.654122392 2.12012778 NA
## 1744 Javy Guerra 0.18518519 0.873226148 -4.14238136 NA
## 1759 Drew Smith 0.38405797 0.182211952 -0.29770543 NA
## 2222 Elvis Peguero 0.29347841 1.467526811 0.72880647 NA
## 2362 Tyler Webb 0.28571488 -1.403860938 -1.47051699 NA
## 2530 Damon Jones 0.35714261 2.047045484 -7.30041052 NA
## 2600 Gregory Soto 0.35911621 0.653396920 1.08034478 NA
## 2641 Brent Headrick 0.38960988 -1.484913620 -0.68566489 NA
## 7581 Shohei Ohtani 0.39897803 -0.716804923 2.67199540 0.14038126
## 1178 Steve Cishek 0.31219528 1.321527416 -1.17609050 NA
## 1287 Jharel Cotton 0.32608660 1.089883995 -0.02278773 -13.55881436
## 1445 Jake Rogers 0.00000000 -4.740088126 NA NA
## 19561 Paolo Espino 0.25000000 -12.984694370 -5.18870257 NA
## 2229 Max Castillo 0.16393470 -0.756303442 -1.25881478 NA
## 2246 Eduardo Salazar 0.13513550 -1.088403945 -0.24399342 NA
## 2312 Fernando Abad 0.18867889 -0.652872605 -2.35704709 NA
## 2412 Ben Bowden 0.39252301 -2.222008286 1.13460984 NA
## 173 Drew Rasmussen 0.33134274 1.843889933 0.95979723 NA
## 315 Spencer Strider 0.51142106 1.419288293 1.25321655 NA
## 376 Trevor Megill 0.49999955 0.235685753 NA NA
## 1630 Orlando Arcia 0.00000000 4.484980106 NA NA
## 1646 Tayler Scott 0.36111111 0.474349528 -2.43232631 NA
## 1683 Kyle Finnegan 0.34999981 1.066383550 -1.99431256 NA
## 1891 Mason Thompson 0.20270243 0.640040008 2.32457952 NA
## 1930 Zach McAllister 0.31250019 -5.225628444 2.14073327 -3.19839988
## 2007 Clay Holmes 0.37566138 0.537498580 2.59829484 NA
## 2252 Edgar Navarro 0.34615372 -1.401290330 -1.97277361 NA
## 2471 Paul Fry 0.35897436 0.657237090 -1.57197757 NA
## 2511 Darwinzon Hernandez 0.44999979 -3.314009013 -12.41910610 NA
## 152 Brusdar Graterol 0.27136336 0.163623330 0.87683725 NA
## 307 Penn Murfee 0.36536614 0.570931080 2.26234384 NA
## 414 Brusdar Graterol 0.23695716 3.144394464 -0.29210218 0.70372746
## 1185 Ian Kennedy 0.36686411 1.313170654 NA 3.57995987
## 1331 Lou Trivino 0.30316727 0.298044956 NA 0.26598696
## 1351 Yefry Ramirez 0.33333333 1.751200027 13.72915010 NA
## 1565 Yadier Molina 0.16666667 -2.407010449 NA NA
## 1718 Luis Torrens 0.00000000 -5.301032143 5.51876984 NA
## 1808 Sheldon Neuse 0.00000000 8.564608512 NA NA
## 2013 Chris Stratton 0.32661278 1.916215619 -0.84602025 NA
## 2031 Harold Castro 0.00000000 -3.594862182 NA NA
## 2090 Domingo Acevedo 0.25000009 -5.648904304 -1.54594113 NA
## 598 Zach Logue 0.24467107 -1.972779061 -3.37544412 -0.73925082
## 1155 Darren O'Day 0.34374891 -0.168445368 0.58797501 NA
## 13581 Akeem Bostick 0.00000000 7.608000040 22.01620042 NA
## 1533 Andrew Wantz 0.46341521 -0.654827248 1.75638100 -0.48658944
## 2025 Jose Leclerc 0.39181287 0.588057615 2.94203155 NA
## 2035 Giovanny Gallegos 0.35757576 0.411571095 -0.04637335 NA
## 2307 Tony Watson 0.25581410 0.946596192 2.50030625 NA
## 2498 Kolby Allard 0.30158730 -1.250421401 NA -4.62042418
## 5321 Wes Benjamin 0.28534332 -2.291972490 -0.33373098 NA
## 975 Bailey Ober 0.33718324 0.764714023 -0.70793874 NA
## 1040 Dillon Peters 0.28749964 -0.529838441 NA NA
## 1214 Shelby Miller 0.21052576 -1.342649052 -8.01607707 0.24317869
## 1612 Jake Hager 0.14285735 0.162165000 NA NA
## 2006 Carson Kelly 0.12500003 -6.481692195 NA NA
## 2338 Josh Osich 0.20930282 -0.897112489 NA 1.67336003
## 2504 Andrew Vasquez 0.38461569 1.236948151 0.03074320 NA
## 2536 Nate Fisher 0.11111111 -1.316649963 1.69485877 NA
## 279 Steven Wilson 0.33168584 0.188633836 1.91900526 NA
## 351 Emilio Pagan 0.31358901 1.931806963 2.57741548 NA
## 1336 Jake Newberry 0.38461567 -5.124863711 -3.31053848 NA
## 13492 Phillips Valdez 0.29166667 0.201011222 -1.59566667 NA
## 1356 Ryne Stanek 0.40487826 0.426474145 1.81805558 NA
## 1417 Ryan Meisinger 0.27272739 -1.568781644 -3.75015689 NA
## 15091 Dauri Moreta 0.36363602 0.960892657 6.51784473 NA
## 1542 Kenley Jansen 0.44270833 -1.416110570 -0.88348488 1.85046299
## 2055 Kendall Graveman 0.33165846 0.870972409 -0.73603915 NA
## 2273 Blair Calvo 0.00000000 20.486199860 -4.52011675 NA
## 2499 Kirby Snead 0.26119384 -1.005263251 -1.65344869 NA
## 2566 Anthony Banda 0.28571429 -1.838415802 1.27653498 NA
## 51 John Gant 0.27856223 -0.069552331 0.27611821 0.89675225
## 365 Yonny Chirinos 0.21016479 -0.176238594 -2.67041219 NA
## 552 Lucas Gilbreath 0.33868082 1.088119286 0.02678303 NA
## 630 Matt Strahm 0.41078369 0.799190087 2.16895758 -0.05602437
## 1493 Andres Munoz 0.50000052 2.094466736 -5.95651984 NA
## 1506 Emmanuel Clase 0.35406680 1.442915032 2.65843657 NA
## 1514 Nick Maton 1.00000104 6.908600032 NA NA
## 1925 Hirokazu Sawamura 0.26315773 -0.594951234 1.11475654 NA
## 2349 Sam Selman 0.25333333 0.491587219 -0.28996091 NA
## 2413 Kyle Dohy 0.33333333 0.294632775 NA NA
## 2629 Joe La Sorsa 0.28571461 -1.797718941 1.97222660 NA
## 48 Pierce Johnson 0.43913510 -0.958702064 NA NA
## 246 Scott Effross 0.36207670 -0.603844586 1.97213658 NA
## 1428 Julian Fernandez 0.19999990 -0.674357559 NA NA
## 14872 Jeremy Beasley 0.46428587 -1.230990887 2.53059183 NA
## 1503 Manuel Rodriguez 0.30188622 -1.400860520 NA NA
## 16981 Keynan Middleton 0.29411765 -4.013721278 1.05234102 NA
## 1700 Adam Cimber 0.27358515 0.404857563 -0.26495231 NA
## 2169 Bligh Madris 0.00000000 -5.809054591 NA NA
## 2178 Eli Morgan 0.37128733 -0.590755125 -0.48281080 NA
## 2626 Jose A. Ferrer 0.24509804 0.537291036 -5.89795858 NA
## 3951 Trevor Richards 0.48111499 -1.208815071 NA NA
## 1270 Colten Brewer 0.33333333 NA -5.48544271 -10.85741169
## 1315 Keone Kela 0.40624872 -1.241833303 NA NA
## 1381 Josh James 0.53333333 -2.673074901 2.01389442 NA
## 16531 Matt Reynolds 0.00000000 -9.481692314 NA NA
## 1661 J.B. Wendelken 0.24137931 -0.539102035 -1.12229087 NA
## 2027 Carlos Estevez 0.41711251 0.622990723 -0.08999115 NA
## 2128 Jacob Webb 0.35403704 1.323266665 -0.16927799 NA
## 1220 Jake Petricka 0.44444444 -3.277097146 3.54751349 NA
## 1369 Jordan Luplow 0.00000000 -5.993944407 NA NA
## 1392 Edgar Santana 0.25781231 -0.327585863 1.31876636 NA
## 1751 Tanner Rainey 0.40000000 -0.250913077 0.68004027 NA
## 1988 Michael Kelly 0.31999935 -1.860634147 1.87624833 3.69760010
## 2153 Bryan Baker 0.37777778 -0.102953138 2.05837957 NA
## 2167 Rico Garcia 0.28571444 -3.444299404 NA NA
## 2437 Tommy Milone 0.09999980 0.466592997 4.40574454 NA
## 2454 Danny Coulombe 0.24324391 1.770620648 1.10035781 NA
## 2578 Jose Alvarado 0.51612943 1.361738542 0.57723203 NA
## 1097 Clayton Kershaw 0.34683455 0.229337317 1.94671974 NA
## 1209 Chaz Roe 1.00000104 -1.034054567 -6.04423334 NA
## 1335 Jimmie Sherfy 0.26666612 1.150401691 -0.08438612 NA
## 1975 Luke Jackson 0.43000041 0.479394446 1.68562130 NA
## 2187 Steven Wilson 0.35849057 0.211060117 1.59644047 -16.33017510
## 2259 Kyle Leahy 0.40000161 -7.849856785 -8.38496332 NA
## 2341 Alberto Baldonado 0.37499882 -0.186845385 -0.81674328 NA
## 2453 Andrew Chafin 0.38953510 -0.189752062 1.06977702 NA
## 2522 Nick Vespi 0.35443083 -0.233063511 -1.32769939 NA
## 574 Ryan Yarbrough 0.25385254 -0.842807329 -0.72036349 -1.83823877
## 590 Keegan Akin 0.31476862 1.151804411 1.02600739 NA
## 983 Logan Gilbert 0.33041899 -0.081601954 1.76578037 NA
## 1013 Madison Bumgarner 0.28246079 -0.007270334 0.18713846 NA
## 2076 Isiah Kiner-Falefa 0.08333333 1.458433329 NA NA
## 2158 Ryder Ryan 0.66666667 -3.225166599 10.45747144 NA
## 2177 Chad Smith 0.21951165 -0.908855079 -1.06974759 NA
## 2324 Rex Brothers 0.47169811 -0.829784440 1.19776157 NA
## 182 Bryan Shaw 0.29615077 0.171762491 -2.77250105 0.17363354
## 212 Duane Underwood Jr. 0.33139921 0.615692934 NA 0.32608574
## 333 Adrian Houser 0.28729246 0.241789826 -0.72202892 NA
## 609 Kris Bubic 0.28387635 -1.865294757 NA NA
## 1162 Tyler Chatwood 0.39583333 -0.612798735 NA 1.72571016
## 1286 Clay Holmes 0.37142857 1.361041358 1.45684188 NA
## 1426 Josh Staumont 0.36548204 1.518910557 NA NA
## 1611 Domingo Tapia 0.23529412 -2.348584706 2.28423221 NA
## 1882 Peter Strzelecki 0.38095238 0.621285720 0.12490497 NA
## 1958 Joe Kelly 0.50847501 -0.232006056 1.44584815 NA
## 2038 Kyle Finnegan 0.30288477 0.151863055 -4.53149143 NA
## 2467 Tim Mayza 0.30137028 1.358579484 -4.05908645 NA
## 756 Connor Seabold 0.00000000 -2.818548238 10.60009996 NA
## 780 Logan Gilbert 0.35754290 1.341185975 -1.93175594 NA
## 991 Brady Singer 0.27766120 -1.308821343 -0.01296637 NA
## 1305 Jose Ruiz 0.32307692 1.159581875 -6.90733353 NA
## 1373 Luis Guillorme 0.00000000 -8.066125214 NA NA
## 1459 Matt Foster 0.34188034 0.638475264 0.83467898 -10.21754146
## 1594 Andrelton Simmons 0.00000000 -10.143480300 NA NA
## 1860 Kody Clemens 0.04761905 -1.525772702 NA NA
## 613 Angel Zerpa 0.09343434 0.334604145 -0.17929077 NA
## 1108 Max Fried 0.34334748 0.293425266 0.32805873 NA
## 2279 Cole Waites 0.28571470 -1.094913350 -11.06930017 NA
## 2310 Anthony Rizzo 0.50000052 0.420616364 NA NA
## 2333 Grant Dayton 0.35897436 -2.190460164 NA NA
## 2348 Hoby Milner 0.46153774 -2.325945634 -0.60042625 NA
## 2372 Sam Clay 0.25185185 -0.834857411 0.73828059 NA
## 2526 Brendon Little 0.00000000 -12.268733180 -3.16769992 NA
## 2574 Matt Gage 0.39999981 -2.526953771 1.41898425 5.94811440
## 111 Thomas Eshelman 0.12840133 -1.719227260 -1.29606414 NA
## 1438 Tommy Nance 0.34883680 0.190344885 3.00648991 NA
## 15041 Eduard Bazardo 0.33333333 0.629094450 -3.61064002 NA
## 1811 Mike Brosseau 0.00000000 0.104172045 NA NA
## 2092 Sam Coonrod 0.30000031 -0.911656893 0.09349191 2.51480965
## 2131 Nicky Lopez 0.00000000 -3.696404752 NA NA
## 2410 Dylan Lee 0.50000000 -9.843582908 -1.19533332 NA
## 2539 Matt Moore 0.37974681 0.143915835 NA NA
## 1111 Thomas Eshelman 0.12840133 -1.719227260 -1.29606414 NA
## 14381 Tommy Nance 0.34883680 0.190344885 3.00648991 NA
## 15042 Eduard Bazardo 0.33333333 0.629094450 -3.61064002 NA
## 18111 Mike Brosseau 0.00000000 0.104172045 NA NA
## 20921 Sam Coonrod 0.30000031 -0.911656893 0.09349191 2.51480965
## 21311 Nicky Lopez 0.00000000 -3.696404752 NA NA
## 24101 Dylan Lee 0.50000000 -9.843582908 -1.19533332 NA
## 25391 Matt Moore 0.37974681 0.143915835 NA NA
## 529 Travis Bergen 0.19340323 0.109169587 NA NA
## 638 Ryan Borucki 0.26913852 0.595845718 2.92880817 1.49413545
## 951 Tyler Mahle 0.36363589 1.008490794 -0.02275207 12.65788873
## 1505 Oliver Ortega 0.14285719 -1.630935112 NA NA
## 1614 Jacob Barnes 0.17910418 -0.651057245 1.30962287 -0.88096536
## 1927 Tommy Hunter 0.28168974 2.009703531 NA -2.90253909
## 2481 Eric Stout 0.37313371 -1.728742669 -0.73384318 NA
## 2590 A.J. Minter 0.42268018 0.909634741 0.57691523 NA
## 467 Ryan Pepiot 0.30605055 1.853744833 1.25215153 NA
## wCB_per_c wCH_per_c wSF_per_c wKN_per_c FA_pct_sc
## 479 NA -6.104740891 NA NA 0.27630312
## 532 -4.50272476 -2.145362313 NA NA 0.43439196
## 1032 NA 1.272607478 NA NA NA
## 1042 NA -0.254745460 NA NA 0.28180000
## 1047 -3.78677276 -3.661850095 NA NA 0.48810000
## 1964 NA NA -5.18659216 NA 0.31740000
## 2148 NA NA NA NA 0.44440000
## 2154 NA NA NA NA 0.61540000
## 2192 NA 1.269311334 NA NA NA
## 2241 NA -6.824405129 NA NA 0.10180000
## 447 NA NA 1.07925707 NA 0.26422267
## 490 0.70544052 -2.204197237 NA NA 0.17956074
## 496 0.58273912 -0.554991881 NA NA 0.14968552
## 923 NA -1.777303822 NA NA 0.41540000
## 1038 1.31309003 -0.357694451 NA NA 0.05170000
## 1960 NA NA NA NA NA
## 1984 NA 0.253847498 NA NA 0.53660000
## 1996 NA NA NA NA 0.21430000
## 2009 NA 5.717866619 NA NA 0.50000000
## 2051 NA NA NA NA 0.41400000
## 2085 8.11351107 NA -4.25822806 NA 0.31990000
## 342 NA -1.550820410 NA NA 0.23538182
## 362 NA NA -1.59318638 NA 0.31253404
## 896 -5.29105018 5.414249897 NA NA 0.58790000
## 1195 NA NA 0.52754159 NA 0.51270000
## 1389 NA NA NA NA 0.51630000
## 1393 -17.73672754 NA NA NA 0.65630000
## 1463 NA 1.916061882 NA NA 0.56860000
## 1767 NA 4.308824986 NA NA 0.48900000
## 2587 NA NA NA NA NA
## 2607 NA 0.002533197 NA NA 0.54550000
## 137 -2.23611624 0.670749085 NA NA 0.40909278
## 258 -1.43535412 0.136966347 NA NA 0.44578088
## 377 NA -1.642790556 NA NA 0.51631446
## 1581 NA NA NA NA 0.51920000
## 1640 3.54772146 NA NA NA 0.42640000
## 2382 -2.70203094 NA NA NA 0.24070000
## 2503 NA NA NA NA 0.77490000
## 2622 NA -4.518349841 NA NA 0.65300000
## 69 NA 16.434755452 NA NA 0.38087587
## 136 1.78070133 2.826241326 NA NA 0.40078624
## 1101 NA -2.057117702 NA NA 0.17080000
## 1268 -3.79304886 -1.715372145 NA NA 0.46800000
## 1279 NA 0.412953682 NA NA 0.30480000
## 1308 2.08818181 NA NA NA 0.62250000
## 1324 NA NA NA NA NA
## 1330 -3.59929516 -0.586670795 NA NA 0.30660000
## 2104 NA NA NA NA NA
## 2314 NA NA NA NA 0.73040000
## 2381 2.40146756 NA NA NA 0.36920000
## 55 -1.56063907 -0.614299002 NA NA 0.17170058
## 1153 NA 4.048935856 NA NA 0.23580000
## 1439 NA NA NA NA 0.70000000
## 1617 0.64068666 1.160344481 NA NA 0.28920000
## 1653 -2.73158997 -49.392798540 NA 3.190533 0.95240000
## 1737 NA 2.977207115 NA NA 0.42090000
## 1926 -0.97777223 1.010642875 NA NA 0.43570000
## 2300 -8.63166650 NA NA NA 0.09090000
## 238 -1.38570095 -2.259665876 NA NA 0.33158690
## 1077 0.50105786 1.632148792 NA NA 0.56840000
## 1159 NA NA NA NA 0.20000000
## 1253 NA NA NA NA NA
## 1387 NA 0.464522218 NA NA 0.50570000
## 1450 NA NA 1.51936660 NA 0.69440000
## 1915 NA NA -1.81441493 NA 0.69050000
## 2483 NA NA NA NA 0.50000000
## 612 -1.15700560 -1.687925985 NA NA 0.34425839
## 1229 NA NA NA NA 1.00000000
## 1231 -2.90020773 1.061147545 NA NA 0.42110000
## 1349 NA -0.174016665 NA NA 0.00580000
## 1553 NA -1.227200031 NA NA 0.44370000
## 1660 NA NA NA NA 0.25930000
## 1663 8.53076676 1.802529013 2.62125476 NA 0.36430000
## 1959 NA NA NA NA 0.40000000
## 6121 -1.15700560 -1.687925985 NA NA 0.34425839
## 12291 NA NA NA NA 1.00000000
## 12311 -2.90020773 1.061147545 NA NA 0.42110000
## 13491 NA -0.174016665 NA NA 0.00580000
## 15531 NA -1.227200031 NA NA 0.44370000
## 16601 NA NA NA NA 0.25930000
## 16631 8.53076676 1.802529013 2.62125476 NA 0.36430000
## 19591 NA NA NA NA 0.40000000
## 476 NA -0.417351480 NA NA 0.49632895
## 527 1.16939677 NA NA NA 0.41397736
## 576 -3.04652075 9.248673430 NA NA 0.55123657
## 2047 NA NA NA NA 1.00000000
## 2118 NA -2.495425559 NA NA 0.60420000
## 2133 NA 0.656729604 NA NA 0.27350000
## 2134 NA NA NA NA 1.00000000
## 2139 NA NA NA NA 0.58600000
## 2181 NA NA NA NA 0.48190000
## 2190 -1.07325298 -12.283200030 NA NA 0.54660000
## 2205 NA NA NA NA 0.00450000
## 2206 NA -2.057715354 NA NA 0.39920000
## 758 -2.94268491 NA 3.55452054 NA 0.44150000
## 820 -1.55743289 1.104876626 NA NA NA
## 1535 -2.00159255 NA NA NA 0.64300000
## 1546 -1.41000001 NA NA NA 0.60550000
## 1555 NA -0.195915624 NA NA 0.23300000
## 1618 NA NA NA NA 0.11590000
## 1684 -1.50574534 NA NA NA 0.70000000
## 1740 NA NA -0.35951417 NA 0.45690000
## 1746 -1.87994999 -5.734809861 NA NA 0.51950000
## 2515 NA NA NA NA NA
## 2577 NA -2.269173545 NA NA 0.61710000
## 537 NA -1.540411042 NA NA 0.42533696
## 960 -1.85454956 0.958998998 NA NA 0.43160000
## 1068 0.11976241 0.275121517 NA NA 0.41770000
## 12531 NA NA NA NA NA
## 1301 NA -1.727800071 NA NA 0.04600000
## 1487 -4.30776998 NA -6.60240521 NA 0.55560000
## 1508 NA NA NA NA 0.60340000
## 1735 -7.48805851 0.167989995 NA NA 0.27120000
## 2294 NA NA NA NA 0.38180000
## 805 -2.99103179 -3.080866734 NA NA 0.27710000
## 1563 -5.82206011 -11.741014040 -5.74653481 NA 0.81300000
## 1576 NA NA NA NA 1.00000000
## 1578 NA NA -1.38470744 NA 0.50360000
## 1588 6.15350008 NA NA NA NA
## 1606 NA 2.237300275 NA NA 0.32060000
## 1644 NA -22.212900220 NA NA 0.98530000
## 1650 NA NA NA NA 0.48200000
## 1655 -2.12013995 NA NA -49.252301 1.00000000
## 1679 NA 0.299941965 NA NA 0.53350000
## 1698 NA 3.939560855 NA NA 0.50420000
## 1712 NA NA NA 7.422845 0.26090000
## 1722 NA -3.845285518 NA NA 0.06840000
## 1745 NA -0.978571460 NA NA 0.01170000
## 2562 NA -4.152263728 NA NA 0.41470000
## 366 -0.34069629 -2.047443241 NA NA 0.43403215
## 389 NA 1.175908532 NA NA 0.21291111
## 424 1.50374391 NA NA NA NA
## 1627 NA NA NA NA 0.90000000
## 1668 -1.02385948 NA -3.62882987 NA 0.55730000
## 2123 NA NA NA NA 1.00000000
## 2146 NA NA 2.32148882 NA 0.10680000
## 21811 NA NA NA NA 0.48190000
## 231 -5.53675668 -1.999992416 NA NA 0.29348125
## 592 NA -3.371880123 NA NA 0.19039023
## 813 1.61429495 -7.671099901 NA NA 0.22890000
## 1088 -0.60570227 2.805642218 NA NA 0.44480000
## 1449 NA 0.866602975 NA NA 0.36590000
## 1670 NA 1.666303296 NA NA 0.30500000
## 1945 NA NA 2.27648776 NA 0.13560000
## 2306 7.10494965 -1.100280043 NA NA 0.76470000
## 2527 NA 1.474718919 NA NA NA
## 340 1.56206586 NA NA NA 0.28594177
## 429 -4.01546185 -3.308725611 NA NA 0.19176281
## 807 4.38168744 -0.452827285 NA NA 0.47450000
## 9231 NA -1.777303822 NA NA 0.41540000
## 1867 13.76279990 4.464706580 NA NA 0.51160000
## 1956 4.40558344 -9.286949784 NA NA 0.35640000
## 2334 -3.94066498 NA NA NA 0.66670000
## 2450 NA 1.066613490 NA NA 0.07840000
## 372 0.17748014 NA NA NA 0.41614846
## 412 NA -14.040095585 NA NA 0.45039505
## 775 -3.28383322 4.792218317 NA NA 0.53520000
## 1358 -2.87643001 NA -1.62528572 NA 0.35710000
## 1448 NA -3.933607615 NA NA 0.01500000
## 1899 -6.27999976 -1.798530047 NA NA 0.02170000
## 1939 NA NA NA NA 0.36360000
## 2302 NA NA NA NA 0.21430000
## 347 NA NA NA NA 0.07857586
## 743 -3.62619989 0.421818318 NA NA 0.21580000
## 1374 -6.57922029 NA -6.57922029 NA 0.64290000
## 1376 -4.00707862 2.727596798 NA NA 0.36020000
## 14871 -4.30776998 NA -6.60240521 NA 0.55560000
## 1509 NA -4.413214326 NA NA 0.68420000
## 1874 NA NA NA NA 0.26920000
## 2270 NA -6.643324509 NA NA 0.50000000
## 711 -0.50006655 1.399551038 NA NA 0.47120000
## 10421 NA -0.254745460 NA NA 0.28180000
## 1161 2.02397249 0.968580041 NA NA 0.02850000
## 1235 1.45696268 NA NA NA 0.35640000
## 1300 NA NA NA NA 1.00000000
## 1320 -0.56650000 -1.189768827 NA NA 0.47660000
## 2238 NA -5.951470487 NA NA NA
## 2569 NA -8.533419967 NA NA 0.05550000
## 395 NA 0.965539585 NA NA 0.43411111
## 1429 NA -2.973431891 NA NA 0.19820000
## 1440 NA NA NA NA 0.57140000
## 1443 NA -0.978677388 NA NA 0.56630000
## 1474 NA -0.863969387 NA NA 0.59740000
## 1501 NA -4.157225932 NA NA 0.47200000
## 1502 NA NA -0.31554306 NA 0.13980000
## 1504 2.83685453 NA NA NA 0.36540000
## 1516 -1.17022161 NA NA NA 0.74130000
## 1922 NA NA NA NA 0.70190000
## 222 0.13651113 2.424392470 NA NA 0.54994213
## 4791 NA -6.104740891 NA NA 0.27630312
## 1254 1.87599040 -11.862773250 NA NA 0.29180000
## 1343 NA NA NA NA NA
## 1671 NA -2.452891288 NA NA NA
## 1705 -5.23431843 NA -0.74661820 NA 0.77000000
## 1719 NA NA NA NA 0.09730000
## 1830 NA -4.498400007 NA NA 0.54440000
## 1172 -10.25190895 NA NA NA 0.68530000
## 11951 NA NA 0.52754159 NA 0.51270000
## 1311 -0.84557857 NA NA NA 0.33100000
## 1313 NA 0.373865073 NA NA 0.55660000
## 1353 NA 1.940252352 NA NA 0.33530000
## 1360 NA -3.813830706 NA NA 0.00740000
## 1895 -1.34071023 1.528594395 NA NA 0.62360000
## 1983 NA NA NA NA 0.02330000
## 2248 NA -2.262680054 NA NA 0.54730000
## 2357 NA 4.654294182 NA NA 0.54050000
## 226 NA 1.869094116 NA NA 0.51575042
## 480 NA -1.275924937 NA NA 0.42687597
## 845 0.98614399 -3.010495832 NA NA 0.06050000
## 1552 1.40707784 -72.408497330 NA NA 0.56520000
## 1609 NA -5.620908110 NA NA 0.44370000
## 1703 NA NA NA NA 0.30770000
## 1728 NA NA -0.28595099 NA 0.48650000
## 2145 NA -3.282345086 NA NA 0.55810000
## 249 2.05851530 1.563935289 NA NA 0.54939306
## 251 0.16826999 NA NA NA 0.12927755
## 506 -0.15456107 NA NA NA 0.46423901
## 556 NA -0.761213930 NA NA 0.33188333
## 1208 NA -2.750491259 NA NA 0.02110000
## 1283 NA NA NA NA 0.86120000
## 1284 1.03532595 -1.645731678 NA NA 0.49410000
## 2345 NA -2.770826386 NA NA 0.14140000
## 2565 NA NA NA NA 0.20590000
## 317 NA -0.671694989 NA NA 0.26135000
## 335 NA NA NA NA 0.45759752
## 663 -0.47508807 -1.735390200 NA NA 0.04829638
## 1333 NA NA NA NA 0.10830000
## 1475 NA 0.561271811 NA NA 0.64100000
## 19961 NA NA NA NA 0.21430000
## 2113 -0.80087727 NA NA NA 0.56180000
## 2368 NA 4.375173735 NA NA NA
## 22 0.49796906 NA NA NA NA
## 63 1.66929219 NA NA NA 0.58017327
## 168 -3.17775620 -4.321800560 NA NA 0.60595075
## 174 2.37981545 NA NA NA 0.48795615
## 673 1.13772096 -0.297666473 NA NA 0.48733893
## 1177 NA -3.092437424 NA NA 0.40540000
## 1180 2.76163912 NA NA NA 0.59330000
## 1260 2.18422506 -0.536111423 NA NA 0.33790000
## 1744 NA NA NA NA 0.15450000
## 1759 1.24541795 3.672116302 NA NA 0.52440000
## 2222 NA NA NA NA NA
## 2362 NA -4.531410949 NA NA 0.38780000
## 2530 NA NA NA NA 0.62860000
## 2600 NA 1.276534982 NA NA 0.17490000
## 2641 NA -3.897500038 NA NA 0.56160000
## 7581 -2.94268491 NA 3.55452054 NA 0.44150000
## 1178 NA -29.015433790 NA NA 0.16760000
## 1287 -2.29088889 0.756750020 NA NA 0.46210000
## 1445 NA NA NA NA NA
## 19561 4.40558344 -9.286949784 NA NA 0.35640000
## 2229 NA 1.489370726 NA NA 0.42400000
## 2246 NA -7.812641561 NA NA 0.12550000
## 2312 -1.78824679 0.636243758 NA NA 0.06020000
## 2412 NA -1.038807964 NA NA 0.70920000
## 173 -0.39069624 -8.761911164 NA NA 0.64871303
## 315 NA -0.015882971 NA NA 0.66990814
## 376 0.18435501 NA NA NA 0.72101284
## 1630 NA NA NA NA 0.20000000
## 1646 NA -1.644114964 NA NA 0.14120000
## 1683 NA NA -0.29295683 NA NA
## 1891 NA 1.757781953 NA NA 0.01640000
## 1930 NA NA 2.17581110 NA NA
## 2007 NA NA NA NA 0.00290000
## 2252 NA -3.465899825 NA NA NA
## 2471 NA NA NA NA 0.33190000
## 2511 2.36784592 NA NA NA 0.60990000
## 152 NA NA NA NA 0.02047667
## 307 NA NA NA NA 0.41062647
## 414 NA NA NA NA 0.10223268
## 1185 -4.29301741 -5.269226020 NA NA 0.82540000
## 1331 0.93339258 3.053616498 NA NA 0.25320000
## 1351 -2.56450996 9.648716450 NA NA 0.39130000
## 1565 -15.18409479 NA NA NA 0.45000000
## 1718 NA NA 11.38629988 -3.609440 0.97060000
## 1808 NA NA NA 2.867220 0.24240000
## 2013 -1.38432161 0.471603049 NA NA 0.54610000
## 2031 NA NA NA NA 0.24140000
## 2090 NA -1.328941215 NA NA 0.40000000
## 598 NA 0.386186412 NA NA 0.49230700
## 1155 NA NA NA NA 0.44970000
## 13581 -2.87643001 NA -1.62528572 NA 0.35710000
## 1533 NA -0.738324346 NA NA 0.45550000
## 2025 NA 0.240912300 1.53561897 NA 0.34760000
## 2035 NA -7.010419138 NA NA 0.50230000
## 2307 NA 2.141111096 NA NA 0.25170000
## 2498 -1.69169381 -1.037318953 NA NA 0.53180000
## 5321 -4.50272476 -2.145362313 NA NA 0.43439196
## 975 1.34378064 1.119762257 NA NA 0.45680000
## 1040 1.13115418 -0.347459862 NA NA 0.34990000
## 1214 NA NA NA NA 0.63370000
## 1612 NA NA NA NA 1.00000000
## 2006 NA NA NA NA 1.00000000
## 2338 -13.88953832 -4.319409078 NA NA 0.03460000
## 2504 NA NA NA NA NA
## 2536 0.16961100 12.647428680 NA NA 0.48000000
## 279 NA -3.104272519 NA NA 0.52221402
## 351 NA NA -1.84910783 NA 0.54983846
## 1336 NA -2.022117563 NA NA 0.45000000
## 13492 NA -0.174016665 NA NA 0.00580000
## 1356 NA NA 1.25602362 NA 0.59690000
## 1417 NA -2.183636346 NA NA 0.37160000
## 15091 NA -4.413214326 NA NA 0.68420000
## 1542 NA NA NA NA NA
## 2055 -2.61639491 1.264650456 NA NA 0.22490000
## 2273 NA NA NA NA NA
## 2499 NA -1.830327294 NA NA 0.13850000
## 2566 -1.35168232 0.035563000 NA NA 0.60630000
## 51 -0.80050992 -0.892853479 NA NA 0.11814664
## 365 NA NA 0.06728324 NA 0.01791907
## 552 NA NA -3.16509616 NA 0.63038649
## 630 NA NA NA NA 0.45070000
## 1493 NA NA NA NA 0.70590000
## 1506 NA NA NA NA 0.00950000
## 1514 NA NA NA NA NA
## 1925 NA NA 0.40534186 NA 0.48630000
## 2349 NA NA NA NA 0.55260000
## 2413 NA 1.541959960 NA NA 0.25000000
## 2629 NA 0.566377152 NA NA NA
## 48 1.56564074 NA NA NA NA
## 246 NA NA NA NA 0.10630131
## 1428 NA -12.315277260 NA NA 0.84620000
## 14872 -4.30776998 NA -6.60240521 NA 0.55560000
## 1503 0.49354234 NA NA NA 0.29330000
## 16981 NA 3.939560855 NA NA 0.50420000
## 1700 NA NA NA NA 0.34960000
## 2169 NA NA NA NA 0.81820000
## 2178 NA 0.017362624 NA NA 0.40420000
## 2626 NA -0.107868419 NA NA 0.71940000
## 3951 NA 0.965539585 NA NA 0.43411111
## 1270 -1.44189497 NA NA NA NA
## 1315 -0.07183479 19.736899440 NA NA 0.53230000
## 1381 NA 5.581299825 NA NA 0.57970000
## 16531 -2.73158997 -49.392798540 NA 3.190533 0.95240000
## 1661 0.44971000 2.703582184 NA NA 0.46720000
## 2027 NA -4.249767981 NA NA 0.66810000
## 2128 NA -0.381378463 NA NA 0.48660000
## 1220 NA -0.093775832 NA NA NA
## 1369 NA NA NA NA NA
## 1392 NA NA NA NA 0.00980000
## 1751 NA 3.071959913 NA NA 0.70440000
## 1988 NA NA NA NA 0.24260000
## 2153 -78.85490060 0.388113271 NA NA 0.56760000
## 2167 -1.96020907 -2.523634303 NA NA 0.55430000
## 2437 -3.68275004 -2.127391359 NA NA 0.42020000
## 2454 2.02537056 -1.051195529 NA NA 0.31560000
## 2578 NA NA NA NA NA
## 1097 0.11322479 NA -1.34318754 NA 0.36920000
## 1209 NA NA NA NA NA
## 1335 NA -3.243530169 NA NA 0.35220000
## 1975 -15.96507175 NA NA NA 0.27480000
## 2187 NA -6.222000122 NA NA 0.36350000
## 2259 5.40189991 NA NA NA 0.48280000
## 2341 NA -4.826627536 NA NA 0.60470000
## 2453 NA -2.731593450 NA NA 0.28480000
## 2522 -0.34035972 NA NA NA 0.47760000
## 574 NA -0.925339266 NA NA NA
## 590 NA -1.992811831 NA NA 0.51977234
## 983 0.06504311 NA 0.20428729 NA 0.41890000
## 1013 -0.24067403 -1.624750031 NA NA 0.32740000
## 2076 NA NA NA NA 0.96080000
## 2158 NA NA NA NA 0.15380000
## 2177 NA -1.071575710 NA NA NA
## 2324 NA NA NA NA 0.65500000
## 182 -4.99052828 -0.562841697 NA NA NA
## 212 -1.19488836 -1.433215427 NA NA 0.11706950
## 333 -1.45315917 -2.306091989 NA NA 0.23836632
## 609 -0.03742975 -0.514729702 NA NA 0.50535315
## 1162 -2.45010273 -0.499957126 NA NA 0.07950000
## 1286 -1.62809544 NA NA NA 0.00090000
## 1426 1.03385260 NA NA NA 0.43430000
## 1611 NA -4.062695018 NA NA 0.25070000
## 1882 NA 1.560365863 NA NA 0.53300000
## 1958 0.60928299 1.187863162 NA NA 0.15870000
## 2038 NA NA 2.26285813 NA 0.69980000
## 2467 NA NA NA NA 0.00140000
## 756 4.13771495 -14.733979700 NA NA 0.62790000
## 780 0.19860689 -3.342078816 NA NA 0.61510000
## 991 NA -0.637565482 NA NA NA
## 1305 0.09631685 0.480272963 NA NA 0.59460000
## 1373 NA NA NA NA 1.00000000
## 1459 NA -4.129646464 NA NA 0.63510000
## 1594 NA NA NA NA 0.84000000
## 1860 NA NA NA NA 0.02270000
## 613 NA 4.598705139 NA NA 0.49646818
## 1108 2.31827779 1.747995121 NA NA 0.33470000
## 2279 NA NA NA NA 0.69230000
## 2310 3.12890001 NA NA NA 0.73330000
## 2333 0.76336669 NA NA NA 0.64680000
## 2348 NA -4.451161431 NA NA NA
## 2372 NA -2.694864853 NA NA NA
## 2526 NA NA NA NA NA
## 2574 NA NA NA NA 0.52100000
## 111 -0.64667454 -1.516509478 NA NA 0.05000000
## 1438 -3.48240329 NA NA NA 0.19300000
## 15041 2.83685453 NA NA NA 0.36540000
## 1811 NA NA NA NA 0.94230000
## 2092 NA -4.853368433 NA NA 0.17690000
## 2131 NA NA NA NA 0.78570000
## 2410 NA -2.523550019 NA NA 0.41380000
## 2539 -1.96499089 3.074713782 NA NA 0.48010000
## 1111 -0.64667454 -1.516509478 NA NA 0.05000000
## 14381 -3.48240329 NA NA NA 0.19300000
## 15042 2.83685453 NA NA NA 0.36540000
## 18111 NA NA NA NA 0.94230000
## 20921 NA -4.853368433 NA NA 0.17690000
## 21311 NA NA NA NA 0.78570000
## 24101 NA -2.523550019 NA NA 0.41380000
## 25391 -1.96499089 3.074713782 NA NA 0.48010000
## 529 NA NA NA NA 0.86959783
## 638 NA 4.020965002 NA NA NA
## 951 NA NA -1.88712054 NA 0.51780000
## 1505 1.47131287 NA NA NA 0.55400000
## 1614 NA NA NA NA 0.47920000
## 1927 -7.28540375 -6.824928522 NA NA 0.07900000
## 2481 0.73005599 -0.904275799 NA NA 0.34890000
## 2590 NA 1.450885148 NA NA 0.47170000
## 467 NA 0.482038283 NA NA 0.50583019
## pitch_type_percentage_1_FF pitch_type_percentage_1_CU
## 479 0.3099335749 0.0000000000
## 532 0.4671099890 0.1707689674
## 1032 0.0057179206 0.0050588118
## 1042 0.2978468900 0.0000000000
## 1047 0.5365853659 0.1219512195
## 1964 0.2933328185 0.0000000000
## 2148 0.0000000000 0.2142857143
## 2154 0.0000000000 0.0000000000
## 2192 0.0000000000 0.0000000000
## 2241 0.0754366407 0.0000000000
## 447 0.2886776802 0.0000000000
## 490 0.1617916176 0.0000000000
## 496 0.1616859519 0.1081333529
## 923 0.4167988987 0.0000000000
## 1038 0.0519838396 0.3110874442
## 1960 0.0000000000 0.0000000000
## 1984 0.5404218934 0.0000000000
## 1996 0.0000000000 0.0000000000
## 2009 0.4090968161 0.0000000000
## 2051 0.3865490017 0.0000000000
## 2085 0.3387834950 0.0384883316
## 342 0.2693224251 0.0000000000
## 362 0.3686038102 0.0000000000
## 896 0.6525735294 0.0762867647
## 1195 0.5051598159 0.0000000000
## 1389 0.5236961181 0.0000000000
## 1393 0.6562500000 0.3437500000
## 1463 0.5708206370 0.0000000000
## 1767 0.5148559106 0.0000000000
## 2587 0.0000000000 0.0000000000
## 2607 0.5389188343 0.0000000000
## 137 0.4444112632 0.0920414392
## 258 0.4177940120 0.0000000000
## 377 0.5591540944 0.0000000000
## 1581 0.0000000000 0.0000000000
## 1640 0.4091946543 0.0953418404
## 2382 0.2491589627 0.2140594887
## 2503 0.7816208361 0.2082583950
## 2622 0.6528158245 0.3305938214
## 69 0.3783962358 0.0006313131
## 136 0.3941837199 0.1093960586
## 1101 0.2045218529 0.0000000000
## 1268 0.4521351134 0.0000000000
## 1279 0.2956063045 0.0000000000
## 1308 0.5981918145 0.0000000000
## 1324 0.0000000000 0.0000000000
## 1330 0.3066739473 0.0829661587
## 2104 0.0000000000 0.0000000000
## 2314 0.7200557612 0.0000000000
## 2381 0.3622612476 0.0464374505
## 55 0.1826652594 0.1063880594
## 1153 0.2246285753 0.0000000000
## 1439 0.7805054945 0.0000000000
## 1617 0.2944985620 0.3389676359
## 1653 0.0000000000 0.0454545455
## 1737 0.4150253026 0.0000000000
## 1926 0.4411934800 0.0391746600
## 2300 0.1160714286 0.1577380952
## 238 0.3666959713 0.1462266582
## 1077 0.5921162170 0.0306905856
## 1159 0.1900000000 0.0000000000
## 1253 0.0000000000 0.0000000000
## 1387 0.4973022239 0.0000000000
## 1450 0.6944444444 0.0000000000
## 1915 0.6920865405 0.0000000000
## 2483 0.5000000000 0.0000000000
## 612 0.4015134390 0.2288621656
## 1229 0.0000000000 0.0000000000
## 1231 0.4322808834 0.1181633885
## 1349 0.0021825397 0.0000000000
## 1553 0.4359656366 0.0000000000
## 1660 0.2430674556 0.0000000000
## 1663 0.3734662320 0.0000000000
## 1959 0.0000000000 0.0000000000
## 6121 0.4015134390 0.2288621656
## 12291 0.0000000000 0.0000000000
## 12311 0.4322808834 0.1181633885
## 13491 0.0021825397 0.0000000000
## 15531 0.4359656366 0.0000000000
## 16601 0.2430674556 0.0000000000
## 16631 0.3734662320 0.0000000000
## 19591 0.0000000000 0.0000000000
## 476 0.4917628032 0.0000000000
## 527 0.4510399233 0.2391571192
## 576 0.5716109504 0.0952084108
## 2047 0.0000000000 0.0000000000
## 2118 0.6012132693 0.0000000000
## 2133 0.2838117970 0.0000000000
## 2134 0.0000000000 0.0000000000
## 2139 0.5905508952 0.0000000000
## 2181 0.4784924267 0.0000000000
## 2190 0.5484126984 0.1522222222
## 2205 0.0039673314 0.0000000000
## 2206 0.3725538631 0.0000000000
## 758 0.5289412605 0.0205386742
## 820 0.0368081811 0.0460435522
## 1535 0.6303799940 0.3696200060
## 1546 0.5979831894 0.1036769384
## 1555 0.2219557768 0.0000000000
## 1618 0.0840579710 0.0000000000
## 1684 0.6938846882 0.0000000000
## 1740 0.4749182493 0.0000000000
## 1746 0.5172043011 0.0000000000
## 2515 0.0000000000 0.0000000000
## 2577 0.6250624315 0.0000000000
## 537 0.4083948275 0.0000000000
## 960 0.4397723715 0.0000000000
## 1068 0.4346078566 0.2285897740
## 12531 0.0000000000 0.0000000000
## 1301 0.0491899526 0.0000000000
## 1487 0.5624190408 0.0096726190
## 1508 0.5915244021 0.1671731193
## 1735 0.1981006648 0.0977682811
## 2294 0.3661276224 0.0000000000
## 805 0.2352941176 0.3235294118
## 1563 0.8263585661 0.0000000000
## 1576 0.0000000000 0.0000000000
## 1578 0.5133903134 0.0000000000
## 1588 0.0000000000 0.2000000000
## 1606 0.3034293595 0.0000000000
## 1644 0.0000000000 0.0000000000
## 1650 0.4662021146 0.0000000000
## 1655 0.0000000000 0.2222222222
## 1679 0.5472256363 0.0000000000
## 1698 0.5169813865 0.0000000000
## 1712 0.0000000000 0.0000000000
## 1722 0.0964025686 0.0000000000
## 1745 0.0137931034 0.0000000000
## 2562 0.4398965355 0.0000000000
## 366 0.4576138563 0.0878857257
## 389 0.2134821737 0.0000000000
## 424 0.0186095775 0.3848618365
## 1627 0.0000000000 0.0000000000
## 1668 0.5623609911 0.0000000000
## 2123 0.0000000000 0.0000000000
## 2146 0.1118321900 0.0000000000
## 21811 0.4784924267 0.0000000000
## 231 0.2941991342 0.1296969697
## 592 0.1849921795 0.0000000000
## 813 0.0869565217 0.1739130435
## 1088 0.5150106939 0.0273282989
## 1449 0.3989152139 0.0000000000
## 1670 0.3102909647 0.0000000000
## 1945 0.1451192061 0.0000000000
## 2306 0.0000000000 0.1176470588
## 2527 0.0000000000 0.0000000000
## 340 0.2781900883 0.0000000000
## 429 0.2205917344 0.0417949685
## 807 0.5550694503 0.0320160502
## 9231 0.4167988987 0.0000000000
## 1867 0.4460784314 0.2107843137
## 1956 0.3580246914 0.2514029181
## 2334 0.6666666667 0.0952380952
## 2450 0.0744814247 0.0000000000
## 372 0.4642353105 0.0000000000
## 412 0.4882128212 0.0000000000
## 775 0.5849624060 0.0714285714
## 1358 0.3571428571 0.0714285714
## 1448 0.0111052557 0.0000000000
## 1899 0.0000000000 0.0645161290
## 1939 0.0000000000 0.0000000000
## 2302 0.2340056022 0.0000000000
## 347 0.0681719309 0.0000000000
## 743 0.2699624099 0.0229997370
## 1374 0.6428571429 0.0000000000
## 1376 0.3644292546 0.2921492529
## 14871 0.5624190408 0.0096726190
## 1509 0.7322916667 0.0000000000
## 1874 0.0000000000 0.0000000000
## 2270 0.5017236732 0.0000000000
## 711 0.5263581193 0.0000000000
## 10421 0.2978468900 0.0000000000
## 1161 0.0264097559 0.0000000000
## 1235 0.3500742389 0.1262937296
## 1300 0.0000000000 0.0000000000
## 1320 0.4718375411 0.0000000000
## 2238 0.0000000000 0.0000000000
## 2569 0.0497984024 0.0000000000
## 395 0.4381304127 0.0000000000
## 1429 0.2094538552 0.0000000000
## 1440 0.5714285714 0.0000000000
## 1443 0.5728476430 0.1549896383
## 1474 0.6072745603 0.0000000000
## 1501 0.4431920632 0.0000000000
## 1502 0.1646994530 0.0000000000
## 1504 0.3482142857 0.0000000000
## 1516 0.7266526502 0.2666806832
## 1922 0.6430864711 0.0000000000
## 222 0.5664997169 0.0813172417
## 4791 0.3099335749 0.0000000000
## 1254 0.2915161965 0.2783898153
## 1343 0.0000000000 0.6666666667
## 1671 0.0000000000 0.0000000000
## 1705 0.7977952625 0.0582427505
## 1719 0.0853909487 0.0000000000
## 1830 0.5132798574 0.0000000000
## 1172 0.6587742867 0.0479192703
## 11951 0.5051598159 0.0000000000
## 1311 0.3840863054 0.1135043246
## 1313 0.5629708909 0.0000000000
## 1353 0.3364679960 0.0000000000
## 1360 0.0103355270 0.2756006140
## 1895 0.6261397981 0.0000000000
## 1983 0.0000000000 0.0000000000
## 2248 0.5650366894 0.0000000000
## 2357 0.5593421029 0.0039215686
## 226 0.5536094033 0.0418065417
## 480 0.4581253286 0.0000000000
## 845 0.0688892051 0.1412322924
## 1552 0.5494063590 0.0000000000
## 1609 0.4340294762 0.1625493821
## 1703 0.0000000000 0.1538461538
## 1728 0.4800188051 0.0000000000
## 2145 0.5733333333 0.0000000000
## 249 0.5923218031 0.1612107741
## 251 0.1468458493 0.3818017416
## 506 0.0000000000 0.0000000000
## 556 0.3134445387 0.0287675910
## 1208 0.0180514513 0.0000000000
## 1283 0.8637152879 0.0000000000
## 1284 0.5098349711 0.2065735086
## 2345 0.1259893603 0.0000000000
## 2565 0.2064888013 0.0000000000
## 317 0.2854633890 0.0000000000
## 335 0.4474242086 0.0000000000
## 663 0.0362857112 0.1975691175
## 1333 0.0932799863 0.0000000000
## 1475 0.6100432900 0.0000000000
## 19961 0.0000000000 0.0000000000
## 2113 0.5631003408 0.0678194823
## 2368 0.0000000000 0.0000000000
## 22 0.0034722222 0.0000000000
## 63 0.6000225479 0.0000000000
## 168 0.6344234136 0.0332432085
## 174 0.4806335211 0.3615815507
## 673 0.4295544282 0.1779679526
## 1177 0.4053829023 0.0000000000
## 1180 0.5756754598 0.0000000000
## 1260 0.3453006894 0.0000000000
## 1744 0.1730011265 0.0000000000
## 1759 0.5403996539 0.0631092846
## 2222 0.0000000000 0.0000000000
## 2362 0.3714110349 0.1316062691
## 2530 0.6353897084 0.0138888889
## 2600 0.1711167671 0.0000000000
## 2641 0.5251448708 0.0000000000
## 7581 0.5289412605 0.0205386742
## 1178 0.1863218445 0.0000000000
## 1287 0.4541749027 0.0977077222
## 1445 0.0000000000 0.0000000000
## 19561 0.3580246914 0.2514029181
## 2229 0.4358560091 0.0000000000
## 2246 0.1227750497 0.0000000000
## 2312 0.0577260181 0.0000000000
## 2412 0.7137439847 0.0000000000
## 173 0.6644187678 0.0192864529
## 315 0.7311907787 0.0000000000
## 376 0.7291921767 0.0000000000
## 1630 0.0000000000 0.0000000000
## 1646 0.1790473849 0.0000000000
## 1683 0.7810780871 0.0000000000
## 1891 0.0206329569 0.0000000000
## 1930 0.0000000000 0.0000000000
## 2007 0.0025651249 0.0000000000
## 2252 0.0000000000 0.0000000000
## 2471 0.3270095439 0.0000000000
## 2511 0.6344422582 0.1324900552
## 152 0.0148894445 0.0000000000
## 307 0.4159421631 0.0000000000
## 414 0.0895030231 0.0000000000
## 1185 0.8370624431 0.0000000000
## 1331 0.2597375309 0.1092275732
## 1351 0.3913043478 0.0869565217
## 1565 0.1500000000 0.5000000000
## 1718 0.0000000000 0.0000000000
## 1808 0.0000000000 0.0333333333
## 2013 0.5481187520 0.1824751825
## 2031 0.0000000000 0.0000000000
## 2090 0.4037249582 0.0000000000
## 598 0.5337461160 0.1311527280
## 1155 0.4527662944 0.0000000000
## 13581 0.3571428571 0.0714285714
## 1533 0.4508691429 0.0000000000
## 2025 0.3417055447 0.0000000000
## 2035 0.4994448916 0.0000000000
## 2307 0.2651858549 0.0000000000
## 2498 0.5490494262 0.0524637964
## 5321 0.4671099890 0.1707689674
## 975 0.5137067553 0.0579281093
## 1040 0.3881702154 0.1467846507
## 1214 0.6557727980 0.0000000000
## 1612 0.0000000000 0.0000000000
## 2006 0.0000000000 0.0000000000
## 2338 0.0289215686 0.0000000000
## 2504 0.0000000000 0.0000000000
## 2536 0.5000000000 0.0476190476
## 279 0.5107121363 0.0000000000
## 351 0.5665323129 0.0210254772
## 1336 0.4407814408 0.0000000000
## 13492 0.0021825397 0.0000000000
## 1356 0.6038118179 0.0000000000
## 1417 0.3493724763 0.0000000000
## 15091 0.7322916667 0.0000000000
## 1542 0.0000000000 0.0000000000
## 2055 0.2256795339 0.0215490288
## 2273 0.0000000000 0.0000000000
## 2499 0.1119573145 0.0000000000
## 2566 0.6332119270 0.0000000000
## 51 0.1553734288 0.0492708405
## 365 0.0124070154 0.0000000000
## 552 0.6182376056 0.0000000000
## 630 0.4993770049 0.0000000000
## 1493 0.7058823529 0.0000000000
## 1506 0.0089137388 0.0000000000
## 1514 0.0000000000 0.0000000000
## 1925 0.4980035124 0.0000000000
## 2349 0.5518624025 0.0000000000
## 2413 0.3500000000 0.0000000000
## 2629 0.0000000000 0.0000000000
## 48 0.2954349842 0.7045650158
## 246 0.0931800839 0.0000000000
## 1428 0.8558526441 0.0000000000
## 14872 0.5624190408 0.0096726190
## 1503 0.2876765449 0.0000000000
## 16981 0.5169813865 0.0000000000
## 1700 0.3369158434 0.0000000000
## 2169 0.0000000000 0.0909090909
## 2178 0.4019496081 0.0186695942
## 2626 0.7254985128 0.0000000000
## 3951 0.4381304127 0.0000000000
## 1270 0.0000000000 0.2000000000
## 1315 0.5435457516 0.4508986928
## 1381 0.5990370740 0.0000000000
## 16531 0.0000000000 0.0454545455
## 1661 0.4637361044 0.0128836681
## 2027 0.6558497865 0.0054421769
## 2128 0.4814158019 0.0000000000
## 1220 0.0000000000 0.0000000000
## 1369 0.0000000000 0.0000000000
## 1392 0.0070412311 0.0000000000
## 1751 0.7034173145 0.0000000000
## 1988 0.2424434234 0.0000000000
## 2153 0.5798072053 0.0000000000
## 2167 0.5786582707 0.1948070969
## 2437 0.4166811268 0.1092199332
## 2454 0.3146006484 0.0000000000
## 2578 0.0000000000 0.0000000000
## 1097 0.4090101625 0.1705519341
## 1209 0.0000000000 0.0000000000
## 1335 0.3257134998 0.0043290043
## 1975 0.2595784675 0.0317168898
## 2187 0.3641326618 0.0000000000
## 2259 0.5120772947 0.0567632850
## 2341 0.5747332942 0.0000000000
## 2453 0.2748489638 0.0000000000
## 2522 0.4653534496 0.1636147185
## 574 0.0000000000 0.2376884149
## 590 0.5239011787 0.0021587302
## 983 0.5021257116 0.0000000000
## 1013 0.3762033093 0.1805814902
## 2076 0.0000000000 0.0000000000
## 2158 0.1538461538 0.0000000000
## 2177 0.0000000000 0.0000000000
## 2324 0.6501910696 0.0000000000
## 182 0.0000000000 0.0763853426
## 212 0.1178999069 0.1402544337
## 333 0.2603554712 0.0822610410
## 609 0.5474435964 0.1971862917
## 1162 0.0916766895 0.0527815734
## 1286 0.0004997501 0.1241331553
## 1426 0.4296646672 0.3582212771
## 1611 0.1923212568 0.0000000000
## 1882 0.5276976419 0.0000000000
## 1958 0.1667039388 0.0000000000
## 2038 0.7050402094 0.0000000000
## 2467 0.0009337068 0.0000000000
## 756 0.6071428571 0.2500000000
## 780 0.6926339697 0.0000000000
## 991 0.0000000000 0.0000000000
## 1305 0.5910083303 0.3654990503
## 1373 0.0000000000 0.0000000000
## 1459 0.6340688280 0.0000000000
## 1594 0.0000000000 0.1600000000
## 1860 0.0000000000 0.0000000000
## 613 0.5397862849 0.0000000000
## 1108 0.3840140745 0.2161518956
## 2279 0.7179653680 0.0000000000
## 2310 0.0000000000 0.2666666667
## 2333 0.6164705000 0.3784012949
## 2348 0.5038546279 0.3284353739
## 2372 0.0000000000 0.0000000000
## 2526 0.0000000000 0.0000000000
## 2574 0.5316917238 0.0000000000
## 111 0.0599449379 0.1047106230
## 1438 0.2002718343 0.2353573010
## 15041 0.3482142857 0.0000000000
## 1811 0.0000000000 0.0000000000
## 2092 0.1524506050 0.0000000000
## 2131 0.0000000000 0.0000000000
## 2410 0.4222222222 0.0000000000
## 2539 0.4841870051 0.0000000000
## 1111 0.0599449379 0.1047106230
## 14381 0.2002718343 0.2353573010
## 15042 0.3482142857 0.0000000000
## 18111 0.0000000000 0.0000000000
## 20921 0.1524506050 0.0000000000
## 21311 0.0000000000 0.0000000000
## 24101 0.4222222222 0.0000000000
## 25391 0.4841870051 0.0000000000
## 529 0.8767997792 0.1232002208
## 638 0.0000000000 0.0000000000
## 951 0.5442857143 0.0000000000
## 1505 0.5698020536 0.4301979464
## 1614 0.4944280676 0.0000000000
## 1927 0.1071342014 0.1418140405
## 2481 0.3375855409 0.0405147059
## 2590 0.4797342703 0.0000000000
## 467 0.5153739769 0.0000000000
## pitch_type_percentage_1_SI pitch_type_percentage_1_CH
## 479 0.1665911836 0.1012228261
## 532 0.0000000000 0.1106338178
## 1032 0.6649667120 0.2009007150
## 1042 0.2206937799 0.2571770335
## 1047 0.0000000000 0.1707317073
## 1964 0.1338251356 0.0512173012
## 2148 0.0000000000 0.0000000000
## 2154 0.0000000000 0.0000000000
## 2192 0.1904761905 0.1236772487
## 2241 0.4684612574 0.1979308974
## 447 0.1468243639 0.0000000000
## 490 0.3758748073 0.2663410655
## 496 0.2723058565 0.1912830213
## 923 0.0132753759 0.0865641278
## 1038 0.5753738705 0.0615548457
## 1960 0.0000000000 0.0000000000
## 1984 0.0072463768 0.0000000000
## 1996 0.0000000000 0.0000000000
## 2009 0.0111111111 0.0917478882
## 2051 0.3132515747 0.0000000000
## 2085 0.1079670220 0.0000000000
## 342 0.1971643870 0.1715957079
## 362 0.0446933095 0.0000000000
## 896 0.0000000000 0.0597426471
## 1195 0.0552431994 0.0177959998
## 1389 0.0000000000 0.0000000000
## 1393 0.0000000000 0.0000000000
## 1463 0.0000000000 0.2639997117
## 1767 0.0000000000 0.0053475936
## 2587 0.5544632451 0.0000000000
## 2607 0.0000000000 0.0388750047
## 137 0.0000000000 0.1838635720
## 258 0.0000000000 0.1211089465
## 377 0.1452362688 0.2669735140
## 1581 0.0000000000 0.0000000000
## 1640 0.0000000000 0.0000000000
## 2382 0.2910339542 0.0000000000
## 2503 0.0000000000 0.0000000000
## 2622 0.0000000000 0.0165903541
## 69 0.0000000000 0.0010344828
## 136 0.1772571338 0.1016071008
## 1101 0.4129378327 0.0424815796
## 1268 0.2373878647 0.1526902689
## 1279 0.3247060182 0.2269247969
## 1308 0.0000000000 0.0000000000
## 1324 0.0000000000 0.0000000000
## 1330 0.2488241911 0.0888010671
## 2104 0.0000000000 0.0000000000
## 2314 0.0000000000 0.0000000000
## 2381 0.1221820231 0.0000000000
## 55 0.4568736013 0.1444899254
## 1153 0.4043381907 0.0162943763
## 1439 0.0000000000 0.0000000000
## 1617 0.2219520313 0.0165290060
## 1653 0.0000000000 0.0000000000
## 1737 0.0085769648 0.2225427014
## 1926 0.2141772267 0.2122098863
## 2300 0.5681216931 0.0000000000
## 238 0.2263459664 0.0469198179
## 1077 0.0877047417 0.0212640876
## 1159 0.1850000000 0.0000000000
## 1253 0.0000000000 0.0000000000
## 1387 0.0029411765 0.2304688694
## 1450 0.0555555556 0.2500000000
## 1915 0.0000000000 0.0192219680
## 2483 0.0000000000 0.0000000000
## 612 0.1694522498 0.0857319461
## 1229 0.0000000000 0.0000000000
## 1231 0.0000000000 0.0322420635
## 1349 0.3570706689 0.5483274698
## 1553 0.1089444142 0.0143103553
## 1660 0.3562678002 0.0000000000
## 1663 0.0000000000 0.2110275948
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## pitch_type_percentage_1_SL pitch_type_percentage_1_FC
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## 1895 0.330653400 0.000000000
## 1983 0.000000000 0.000000000
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## 2357 0.159670273 0.000000000
## 226 0.311383380 0.000000000
## 480 0.101837663 0.331816224
## 845 0.291052597 0.000000000
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## 1728 0.108193106 0.000000000
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## 1284 0.277534482 0.000000000
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## 317 0.000000000 0.089328304
## 335 0.549103569 0.000000000
## 663 0.000000000 0.000000000
## 1333 0.718897653 0.000000000
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## 19961 0.000000000 0.000000000
## 2113 0.369080177 0.000000000
## 2368 0.308391608 0.000000000
## 22 0.090892325 0.729358026
## 63 0.000000000 0.000000000
## 168 0.260440595 0.000000000
## 174 0.000000000 0.154597618
## 673 0.010604684 0.231113665
## 1177 0.119238040 0.157608921
## 1180 0.000000000 0.000000000
## 1260 0.084615845 0.000000000
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## 2530 0.350721403 0.000000000
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## 2641 0.409889440 0.000000000
## 7581 0.003632179 0.100188711
## 1178 0.396965801 0.000000000
## 1287 0.141171407 0.007058159
## 1445 0.941176471 0.000000000
## 19561 0.000000000 0.000000000
## 2229 0.320790816 0.000000000
## 2246 0.323356612 0.000000000
## 2312 0.000000000 0.051171875
## 2412 0.114909717 0.000000000
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## 376 0.003124467 0.000000000
## 1630 0.000000000 0.000000000
## 1646 0.568339151 0.000000000
## 1683 0.128799553 0.000000000
## 1891 0.217864296 0.000000000
## 1930 0.000000000 0.297267536
## 2007 0.205880092 0.000000000
## 2252 0.349224339 0.000000000
## 2471 0.530617107 0.000000000
## 2511 0.233067687 0.000000000
## 152 0.298403063 0.080809929
## 307 0.000000000 0.000000000
## 414 0.238044971 0.229166749
## 1185 0.021776537 0.015952933
## 1331 0.000000000 0.175015787
## 1351 0.260869565 0.000000000
## 1565 0.025000000 0.000000000
## 1718 0.000000000 0.000000000
## 1808 0.000000000 0.000000000
## 2013 0.185232441 0.000000000
## 2031 0.000000000 0.000000000
## 2090 0.399797404 0.000000000
## 598 0.000000000 0.212979893
## 1155 0.478138692 0.000000000
## 13581 0.071428571 0.000000000
## 1533 0.175708325 0.303334039
## 2025 0.327254126 0.153485573
## 2035 0.464928592 0.000000000
## 2307 0.252505506 0.000000000
## 2498 0.000000000 0.217893590
## 5321 0.000000000 0.251487226
## 975 0.203742785 0.000000000
## 1040 0.000000000 0.000000000
## 1214 0.125107343 0.219119859
## 1612 0.000000000 0.000000000
## 2006 0.000000000 0.000000000
## 2338 0.051552288 0.683073818
## 2504 0.716984976 0.000000000
## 2536 0.285714286 0.000000000
## 279 0.118812659 0.000000000
## 351 0.000000000 0.305962273
## 1336 0.534289784 0.000000000
## 13492 0.092419322 0.000000000
## 1356 0.180788790 0.000000000
## 1417 0.356095165 0.000000000
## 15091 0.163194444 0.000000000
## 1542 0.138113644 0.651433753
## 2055 0.259233048 0.000000000
## 2273 0.545454545 0.000000000
## 2499 0.393161198 0.000000000
## 2566 0.109494949 0.008333333
## 51 0.016275700 0.189195717
## 365 0.231373157 0.000000000
## 552 0.367460227 0.000000000
## 630 0.245782788 0.077613277
## 1493 0.294117647 0.000000000
## 1506 0.293805396 0.696341898
## 1514 0.000000000 0.000000000
## 1925 0.143109712 0.000000000
## 2349 0.447228507 0.000000000
## 2413 0.000000000 0.000000000
## 2629 0.488324418 0.000000000
## 48 0.000000000 0.000000000
## 246 0.401005125 0.000000000
## 1428 0.000000000 0.000000000
## 14872 0.243135967 0.000000000
## 1503 0.273614632 0.000000000
## 16981 0.339687109 0.000000000
## 1700 0.355575692 0.000000000
## 2169 0.000000000 0.000000000
## 2178 0.259191657 0.000000000
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## 3951 0.000000000 0.000000000
## 1270 0.233333333 0.566666667
## 1315 0.000000000 0.000000000
## 1381 0.248115773 0.000000000
## 16531 0.000000000 0.000000000
## 1661 0.222184232 0.000000000
## 2027 0.265506310 0.000000000
## 2128 0.000000000 0.000000000
## 1220 0.183000756 0.000000000
## 1369 0.000000000 0.000000000
## 1392 0.344023208 0.000000000
## 1751 0.286812571 0.000000000
## 1988 0.162107752 0.000000000
## 2153 0.273779964 0.000000000
## 2167 0.000000000 0.000000000
## 2437 0.082604312 0.000000000
## 2454 0.218117413 0.000000000
## 2578 0.000000000 0.411830521
## 1097 0.400181663 0.000000000
## 1209 0.000000000 0.000000000
## 1335 0.663746316 0.000000000
## 1975 0.708704643 0.000000000
## 2187 0.000000000 0.005647131
## 2259 0.286231884 0.000000000
## 2341 0.363068091 0.000000000
## 2453 0.326260600 0.000000000
## 2522 0.371031832 0.000000000
## 574 0.000000000 0.339231763
## 590 0.315844171 0.000000000
## 983 0.274426968 0.000000000
## 1013 0.000000000 0.344345714
## 2076 0.000000000 0.000000000
## 2158 0.538461538 0.000000000
## 2177 0.426149496 0.000000000
## 2324 0.349808930 0.000000000
## 182 0.057464196 0.772909932
## 212 0.000000000 0.280658111
## 333 0.145545982 0.000000000
## 609 0.000000000 0.000000000
## 1162 0.000000000 0.374358742
## 1286 0.280911753 0.000000000
## 1426 0.000000000 0.000000000
## 1611 0.155357108 0.000000000
## 1882 0.339133039 0.000000000
## 1958 0.265486367 0.000000000
## 2038 0.046043308 0.000000000
## 2467 0.169373114 0.000000000
## 756 0.000000000 0.000000000
## 780 0.192134437 0.000000000
## 991 0.401388165 0.000000000
## 1305 0.008715163 0.000000000
## 1373 0.000000000 0.000000000
## 1459 0.096745562 0.029241007
## 1594 0.000000000 0.000000000
## 1860 0.000000000 0.000000000
## 613 0.238219732 0.000000000
## 1108 0.106599218 0.000000000
## 2279 0.282034632 0.000000000
## 2310 0.000000000 0.000000000
## 2333 0.000000000 0.000000000
## 2348 0.000000000 0.000000000
## 2372 0.236404069 0.000000000
## 2526 0.318181818 0.000000000
## 2574 0.142460070 0.298540978
## 111 0.255226528 0.000000000
## 1438 0.100752733 0.000000000
## 15041 0.633928571 0.000000000
## 1811 0.000000000 0.000000000
## 2092 0.000000000 0.296548452
## 2131 0.000000000 0.000000000
## 2410 0.286111111 0.000000000
## 2539 0.000000000 0.000000000
## 1111 0.255226528 0.000000000
## 14381 0.100752733 0.000000000
## 15042 0.633928571 0.000000000
## 18111 0.000000000 0.000000000
## 20921 0.000000000 0.296548452
## 21311 0.000000000 0.000000000
## 24101 0.286111111 0.000000000
## 25391 0.000000000 0.000000000
## 529 0.000000000 0.000000000
## 638 0.537876775 0.000000000
## 951 0.247460317 0.024444444
## 1505 0.000000000 0.000000000
## 1614 0.099002240 0.406569693
## 1927 0.000000000 0.302185754
## 2481 0.000000000 0.000000000
## 2590 0.000000000 0.394554713
## 467 0.148521113 0.000000000
## pitch_type_percentage_2_CH pitch_type_percentage_2_FF
## 479 0.144644334 0.287117452
## 532 0.074836601 0.082252388
## 1032 0.260836282 0.009392364
## 1042 0.306321839 0.252298851
## 1047 0.292682927 0.439024390
## 1964 0.000000000 0.000000000
## 2148 0.000000000 0.000000000
## 2154 0.000000000 0.000000000
## 2192 0.177777778 0.000000000
## 2241 0.000000000 0.000000000
## 447 0.000000000 0.259033864
## 490 0.065885560 0.047830791
## 496 0.143517639 0.047239833
## 923 0.190867893 0.397856775
## 1038 0.162867906 0.044730839
## 1960 0.000000000 0.000000000
## 1984 0.000000000 0.030303030
## 1996 0.000000000 0.000000000
## 2009 0.000000000 0.000000000
## 2051 0.000000000 0.000000000
## 2085 0.000000000 0.116925558
## 342 0.240358455 0.178400724
## 362 0.000000000 0.213612814
## 896 0.100961538 0.583333333
## 1195 0.000000000 0.000000000
## 1389 0.000000000 0.000000000
## 1393 0.000000000 0.000000000
## 1463 0.000000000 0.000000000
## 1767 0.015151515 0.053030303
## 2587 0.000000000 0.000000000
## 2607 0.000000000 0.000000000
## 137 0.233473350 0.337116190
## 258 0.012655265 0.038020876
## 377 0.224444444 0.397777778
## 1581 0.000000000 0.000000000
## 1640 0.000000000 0.000000000
## 2382 0.000000000 0.000000000
## 2503 0.000000000 0.000000000
## 2622 0.000000000 0.000000000
## 69 0.000000000 0.003472222
## 136 0.045903361 0.141534114
## 1101 0.082122546 0.156924255
## 1268 0.002695418 0.010781671
## 1279 0.000000000 0.000000000
## 1308 0.000000000 0.000000000
## 1324 0.000000000 0.000000000
## 1330 0.000000000 0.000000000
## 2104 0.000000000 0.000000000
## 2314 0.000000000 0.000000000
## 2381 0.000000000 0.000000000
## 55 0.120065061 0.098648053
## 1153 0.000000000 0.000000000
## 1439 0.000000000 0.000000000
## 1617 0.004032258 0.004032258
## 1653 0.000000000 0.000000000
## 1737 0.000000000 0.000000000
## 1926 0.000000000 0.000000000
## 2300 0.000000000 0.000000000
## 238 0.080485814 0.314286727
## 1077 0.016753543 0.551231491
## 1159 0.000000000 0.000000000
## 1253 0.000000000 0.000000000
## 1387 0.000000000 0.000000000
## 1450 0.000000000 0.000000000
## 1915 0.000000000 0.000000000
## 2483 0.000000000 0.000000000
## 612 0.146167224 0.331648458
## 1229 0.000000000 0.000000000
## 1231 0.000000000 0.000000000
## 1349 0.012254902 0.000000000
## 1553 0.000000000 0.000000000
## 1660 0.003205128 0.032051282
## 1663 0.010256410 0.005128205
## 1959 0.000000000 0.000000000
## 6121 0.146167224 0.331648458
## 12291 0.000000000 0.000000000
## 12311 0.000000000 0.000000000
## 13491 0.012254902 0.000000000
## 15531 0.000000000 0.000000000
## 16601 0.003205128 0.032051282
## 16631 0.010256410 0.005128205
## 19591 0.000000000 0.000000000
## 476 0.010714286 0.003571429
## 527 0.001190476 0.204855862
## 576 0.007692308 0.171940559
## 2047 0.000000000 0.000000000
## 2118 0.000000000 0.000000000
## 2133 0.004615385 0.013653846
## 2134 0.000000000 0.000000000
## 2139 0.000000000 0.000000000
## 2181 0.000000000 0.000000000
## 2190 0.041904762 0.548498168
## 2205 0.000000000 0.000000000
## 2206 0.023913043 0.075332742
## 758 0.000000000 0.368026755
## 820 0.330083279 0.056602674
## 1535 0.000000000 0.000000000
## 1546 0.000000000 0.000000000
## 1555 0.015700483 0.054347826
## 1618 0.000000000 0.000000000
## 1684 0.000000000 0.000000000
## 1740 0.000000000 0.000000000
## 1746 0.000000000 0.000000000
## 2515 0.000000000 0.000000000
## 2577 0.000000000 0.000000000
## 537 0.133150624 0.411125223
## 960 0.037792470 0.420955859
## 1068 0.255956628 0.389295801
## 12531 0.000000000 0.000000000
## 1301 0.006493506 0.023191095
## 1487 0.000000000 0.000000000
## 1508 0.000000000 0.000000000
## 1735 0.000000000 0.000000000
## 2294 0.000000000 0.000000000
## 805 0.387096774 0.322580645
## 1563 0.000000000 0.000000000
## 1576 0.000000000 0.000000000
## 1578 0.000000000 0.000000000
## 1588 0.000000000 0.000000000
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## 1722 0.000000000 0.000000000
## 1745 0.000000000 0.000000000
## 2562 0.121978022 0.072527473
## 366 0.208894879 0.398465017
## 389 0.000000000 0.000000000
## 424 0.000000000 0.000000000
## 1627 0.000000000 0.000000000
## 1668 0.000000000 0.000000000
## 2123 0.000000000 0.000000000
## 2146 0.000000000 0.000000000
## 21811 0.000000000 0.000000000
## 231 0.042105263 0.142105263
## 592 0.037512153 0.020433682
## 813 0.029411765 0.176470588
## 1088 0.384903629 0.384790658
## 1449 0.000000000 0.000000000
## 1670 0.009803922 0.010457516
## 1945 0.000000000 0.000000000
## 2306 0.000000000 0.000000000
## 2527 0.046153846 0.000000000
## 340 0.000000000 0.000000000
## 429 0.027443215 0.109647392
## 807 0.103242875 0.401217871
## 9231 0.190867893 0.397856775
## 1867 0.000000000 0.000000000
## 1956 0.030303030 0.232323232
## 2334 0.000000000 0.000000000
## 2450 0.000000000 0.000000000
## 372 0.036028928 0.352899400
## 412 0.038914491 0.140829493
## 775 0.088998211 0.452146691
## 1358 0.000000000 0.000000000
## 1448 0.000000000 0.000000000
## 1899 0.066666667 0.066666667
## 1939 0.000000000 0.000000000
## 2302 0.000000000 0.000000000
## 347 0.000000000 0.000000000
## 743 0.269468147 0.193681697
## 1374 0.000000000 0.000000000
## 1376 0.000000000 0.000000000
## 14871 0.000000000 0.000000000
## 1509 0.000000000 0.000000000
## 1874 0.000000000 0.000000000
## 2270 0.000000000 0.000000000
## 711 0.172277440 0.420875227
## 10421 0.306321839 0.252298851
## 1161 0.000000000 0.000000000
## 1235 0.000000000 0.000000000
## 1300 0.000000000 0.000000000
## 1320 0.000000000 0.000000000
## 2238 0.000000000 0.000000000
## 2569 0.000000000 0.008196721
## 395 0.053146259 0.018282313
## 1429 0.000000000 0.000000000
## 1440 0.000000000 0.000000000
## 1443 0.018867925 0.031446541
## 1474 0.000000000 0.148892580
## 1501 0.000000000 0.000000000
## 1502 0.000000000 0.000000000
## 1504 0.000000000 0.000000000
## 1516 0.000000000 0.000000000
## 1922 0.000000000 0.000000000
## 222 0.000000000 0.000000000
## 4791 0.144644334 0.287117452
## 1254 0.000000000 0.000000000
## 1343 0.000000000 0.000000000
## 1671 0.000000000 0.000000000
## 1705 0.000000000 0.000000000
## 1719 0.000000000 0.000000000
## 1830 0.000000000 0.000000000
## 1172 0.000000000 0.000000000
## 11951 0.000000000 0.000000000
## 1311 0.000000000 0.000000000
## 1313 0.000000000 0.000000000
## 1353 0.000000000 0.000000000
## 1360 0.000000000 0.000000000
## 1895 0.002083333 0.045833333
## 1983 0.000000000 0.000000000
## 2248 0.031250000 0.041666667
## 2357 0.000000000 0.000000000
## 226 0.000000000 0.000000000
## 480 0.088218920 0.272314080
## 845 0.050624936 0.058197621
## 1552 0.000000000 0.000000000
## 1609 0.002341920 0.011709602
## 1703 0.000000000 0.000000000
## 1728 0.000000000 0.000000000
## 2145 0.000000000 0.000000000
## 249 0.127761709 0.405470203
## 251 0.000000000 0.029206349
## 506 0.000000000 0.000000000
## 556 0.234183249 0.312538300
## 1208 0.000000000 0.000000000
## 1283 0.000000000 0.000000000
## 1284 0.000000000 0.000000000
## 2345 0.003484321 0.000000000
## 2565 0.000000000 0.000000000
## 317 0.092091720 0.213699109
## 335 0.000000000 0.000000000
## 663 0.268743980 0.050949269
## 1333 0.000000000 0.007407407
## 1475 0.000000000 0.000000000
## 19961 0.000000000 0.000000000
## 2113 0.000000000 0.015151515
## 2368 0.029629630 0.000000000
## 22 0.000000000 0.000000000
## 63 0.000000000 0.000000000
## 168 0.040292725 0.464502172
## 174 0.000000000 0.000000000
## 673 0.019574176 0.071474359
## 1177 0.000000000 0.000000000
## 1180 0.000000000 0.000000000
## 1260 0.000000000 0.000000000
## 1744 0.000000000 0.000000000
## 1759 0.000000000 0.011363636
## 2222 0.000000000 0.000000000
## 2362 0.000000000 0.011363636
## 2530 0.000000000 0.187500000
## 2600 0.000000000 0.000000000
## 2641 0.039285714 0.249603175
## 7581 0.000000000 0.368026755
## 1178 0.000000000 0.000000000
## 1287 0.043478261 0.032608696
## 1445 0.000000000 0.000000000
## 19561 0.030303030 0.232323232
## 2229 0.091797235 0.250364474
## 2246 0.000000000 0.091666667
## 2312 0.013392857 0.000000000
## 2412 0.000000000 0.000000000
## 173 0.004979185 0.181375012
## 315 0.055074355 0.500527898
## 376 0.000000000 0.025806452
## 1630 0.000000000 0.000000000
## 1646 0.000000000 0.050000000
## 1683 0.000000000 0.000000000
## 1891 0.000000000 0.000000000
## 1930 0.000000000 0.000000000
## 2007 0.000000000 0.000000000
## 2252 0.000000000 0.000000000
## 2471 0.000000000 0.051282051
## 2511 0.000000000 0.130952381
## 152 0.000000000 0.000000000
## 307 0.000000000 0.000000000
## 414 0.000000000 0.000000000
## 1185 0.000000000 0.000000000
## 1331 0.000000000 0.000000000
## 1351 0.000000000 0.000000000
## 1565 0.000000000 0.000000000
## 1718 0.000000000 0.000000000
## 1808 0.000000000 0.000000000
## 2013 0.000000000 0.015151515
## 2031 0.000000000 0.000000000
## 2090 0.013888889 0.055555556
## 598 0.119761773 0.402434411
## 1155 0.000000000 0.000000000
## 13581 0.000000000 0.000000000
## 1533 0.015873016 0.015873016
## 2025 0.000000000 0.000000000
## 2035 0.000000000 0.000000000
## 2307 0.000000000 0.000000000
## 2498 0.097321429 0.211160714
## 5321 0.074836601 0.082252388
## 975 0.336637091 0.391966589
## 1040 0.350146989 0.331584503
## 1214 0.000000000 0.030769231
## 1612 0.000000000 0.000000000
## 2006 0.000000000 0.000000000
## 2338 0.000000000 0.000000000
## 2504 0.000000000 0.000000000
## 2536 0.000000000 0.375000000
## 279 0.000000000 0.000000000
## 351 0.000000000 0.008522727
## 1336 0.000000000 0.000000000
## 13492 0.012254902 0.000000000
## 1356 0.000000000 0.000000000
## 1417 0.057142857 0.085714286
## 15091 0.000000000 0.000000000
## 1542 0.000000000 0.000000000
## 2055 0.000000000 0.000000000
## 2273 0.000000000 0.000000000
## 2499 0.003623188 0.018115942
## 2566 0.000000000 0.000000000
## 51 0.131252344 0.061380480
## 365 0.000000000 0.021401099
## 552 0.000000000 0.000000000
## 630 0.002008929 0.050059966
## 1493 0.000000000 0.000000000
## 1506 0.000000000 0.000000000
## 1514 0.000000000 0.000000000
## 1925 0.000000000 0.013605442
## 2349 0.000000000 0.000000000
## 2413 0.000000000 0.000000000
## 2629 0.002500000 0.000000000
## 48 0.000000000 0.000000000
## 246 0.000000000 0.000000000
## 1428 0.000000000 0.000000000
## 14872 0.000000000 0.000000000
## 1503 0.000000000 0.000000000
## 16981 0.000000000 0.000000000
## 1700 0.000000000 0.000000000
## 2169 0.000000000 0.000000000
## 2178 0.000000000 0.000000000
## 2626 0.000000000 0.000000000
## 3951 0.053146259 0.018282313
## 1270 0.000000000 0.000000000
## 1315 0.000000000 0.000000000
## 1381 0.000000000 0.000000000
## 16531 0.000000000 0.000000000
## 1661 0.000000000 0.000000000
## 2027 0.000000000 0.000000000
## 2128 0.000000000 0.000000000
## 1220 0.000000000 0.000000000
## 1369 0.000000000 0.000000000
## 1392 0.000000000 0.000000000
## 1751 0.000000000 0.000000000
## 1988 0.000000000 0.000000000
## 2153 0.000000000 0.005434783
## 2167 0.050000000 0.025000000
## 2437 0.230880231 0.266233766
## 2454 0.000000000 0.000000000
## 2578 0.000000000 0.000000000
## 1097 0.019600562 0.330367812
## 1209 0.000000000 0.000000000
## 1335 0.000000000 0.000000000
## 1975 0.000000000 0.000000000
## 2187 0.000000000 0.000000000
## 2259 0.000000000 0.000000000
## 2341 0.000000000 0.000000000
## 2453 0.000000000 0.000000000
## 2522 0.000000000 0.000000000
## 574 0.219992840 0.000000000
## 590 0.067156085 0.198558201
## 983 0.000000000 0.375237385
## 1013 0.091486406 0.297477737
## 2076 0.000000000 0.000000000
## 2158 0.000000000 0.000000000
## 2177 0.013333333 0.000000000
## 2324 0.000000000 0.000000000
## 182 0.001111111 0.000000000
## 212 0.003921569 0.003921569
## 333 0.045326798 0.196346574
## 609 0.266625630 0.413387119
## 1162 0.000000000 0.000000000
## 1286 0.000000000 0.000000000
## 1426 0.000000000 0.000000000
## 1611 0.060064935 0.147077922
## 1882 0.003703704 0.022222222
## 1958 0.000000000 0.000000000
## 2038 0.000000000 0.000000000
## 2467 0.000000000 0.000000000
## 756 0.066666667 0.666666667
## 780 0.075982269 0.563008527
## 991 0.075123728 0.000000000
## 1305 0.000000000 0.016949153
## 1373 0.000000000 0.000000000
## 1459 0.000000000 0.000000000
## 1594 0.000000000 0.000000000
## 1860 0.000000000 0.000000000
## 613 0.166187739 0.276819923
## 1108 0.166040669 0.323438226
## 2279 0.000000000 0.000000000
## 2310 0.000000000 0.000000000
## 2333 0.000000000 0.051282051
## 2348 0.000000000 0.052631579
## 2372 0.000000000 0.000000000
## 2526 0.000000000 0.000000000
## 2574 0.000000000 0.000000000
## 111 0.159566928 0.040388007
## 1438 0.000000000 0.000000000
## 15041 0.000000000 0.000000000
## 1811 0.000000000 0.000000000
## 2092 0.000000000 0.000000000
## 2131 0.000000000 0.000000000
## 2410 0.000000000 0.000000000
## 2539 0.000000000 0.000000000
## 1111 0.159566928 0.040388007
## 14381 0.000000000 0.000000000
## 15042 0.000000000 0.000000000
## 18111 0.000000000 0.000000000
## 20921 0.000000000 0.000000000
## 21311 0.000000000 0.000000000
## 24101 0.000000000 0.000000000
## 25391 0.000000000 0.000000000
## 529 0.000000000 0.000000000
## 638 0.000000000 0.000000000
## 951 0.000000000 0.469343434
## 1505 0.000000000 0.000000000
## 1614 0.000000000 0.000000000
## 1927 0.009523810 0.012605042
## 2481 0.000000000 0.025000000
## 2590 0.000000000 0.000000000
## 467 0.343246905 0.503773982
## pitch_type_percentage_2_SI pitch_type_percentage_2_SL
## 479 0.218052109 0.165425972
## 532 0.000000000 0.000000000
## 1032 0.545672525 0.175754234
## 1042 0.154022989 0.287356322
## 1047 0.000000000 0.121951220
## 1964 0.000000000 0.000000000
## 2148 0.000000000 0.000000000
## 2154 0.000000000 0.000000000
## 2192 0.400000000 0.000000000
## 2241 0.111111111 0.000000000
## 447 0.133077780 0.040952582
## 490 0.114204915 0.000000000
## 496 0.146438088 0.000000000
## 923 0.010135135 0.401140197
## 1038 0.505325802 0.000000000
## 1960 0.000000000 0.000000000
## 1984 0.000000000 0.053030303
## 1996 0.000000000 0.000000000
## 2009 0.000000000 0.000000000
## 2051 0.000000000 0.000000000
## 2085 0.058441558 0.195526696
## 342 0.102758717 0.335624961
## 362 0.071613638 0.159312187
## 896 0.000000000 0.200320513
## 1195 0.000000000 0.000000000
## 1389 0.000000000 0.000000000
## 1393 0.000000000 0.000000000
## 1463 0.000000000 0.000000000
## 1767 0.000000000 0.022727273
## 2587 0.041666667 0.083333333
## 2607 0.000000000 0.000000000
## 137 0.000000000 0.239327048
## 258 0.000000000 0.017041229
## 377 0.121666667 0.056111111
## 1581 0.000000000 0.000000000
## 1640 0.000000000 0.000000000
## 2382 0.000000000 0.000000000
## 2503 0.000000000 0.000000000
## 2622 0.000000000 0.000000000
## 69 0.000000000 0.003472222
## 136 0.063325330 0.058743497
## 1101 0.415196556 0.345756643
## 1268 0.000000000 0.000000000
## 1279 0.000000000 0.000000000
## 1308 0.000000000 0.000000000
## 1324 0.000000000 0.000000000
## 1330 0.000000000 0.000000000
## 2104 0.000000000 0.000000000
## 2314 0.000000000 0.000000000
## 2381 0.000000000 0.000000000
## 55 0.297921641 0.093541874
## 1153 0.000000000 0.000000000
## 1439 0.000000000 0.000000000
## 1617 0.004032258 0.000000000
## 1653 0.000000000 0.000000000
## 1737 0.000000000 0.000000000
## 1926 0.000000000 0.000000000
## 2300 0.166666667 0.083333333
## 238 0.219236414 0.069178946
## 1077 0.080812827 0.318863503
## 1159 0.000000000 0.000000000
## 1253 0.000000000 0.000000000
## 1387 0.000000000 0.000000000
## 1450 0.000000000 0.000000000
## 1915 0.000000000 0.000000000
## 2483 0.000000000 0.000000000
## 612 0.180077678 0.084789844
## 1229 0.000000000 0.000000000
## 1231 0.000000000 0.000000000
## 1349 0.080007003 0.014880952
## 1553 0.000000000 0.000000000
## 1660 0.023076923 0.018589744
## 1663 0.000000000 0.000000000
## 1959 0.000000000 0.000000000
## 6121 0.180077678 0.084789844
## 12291 0.000000000 0.000000000
## 12311 0.000000000 0.000000000
## 13491 0.080007003 0.014880952
## 15531 0.000000000 0.000000000
## 16601 0.023076923 0.018589744
## 16631 0.000000000 0.000000000
## 19591 0.000000000 0.000000000
## 476 0.000000000 0.000000000
## 527 0.053174863 0.120138678
## 576 0.010000000 0.000000000
## 2047 0.000000000 0.000000000
## 2118 0.000000000 0.000000000
## 2133 0.012115385 0.007115385
## 2134 0.000000000 0.000000000
## 2139 0.000000000 0.000000000
## 2181 0.000000000 0.000000000
## 2190 0.000000000 0.186446886
## 2205 0.000000000 0.000000000
## 2206 0.033984028 0.000000000
## 758 0.000000000 0.000000000
## 820 0.467361171 0.009811566
## 1535 0.000000000 0.000000000
## 1546 0.000000000 0.000000000
## 1555 0.021739130 0.000000000
## 1618 0.000000000 0.000000000
## 1684 0.000000000 0.000000000
## 1740 0.000000000 0.000000000
## 1746 0.000000000 0.000000000
## 2515 0.191836735 0.093877551
## 2577 0.000000000 0.000000000
## 537 0.108885918 0.335073529
## 960 0.000000000 0.374752423
## 1068 0.000000000 0.000000000
## 12531 0.000000000 0.000000000
## 1301 0.090425103 0.084765131
## 1487 0.000000000 0.000000000
## 1508 0.000000000 0.000000000
## 1735 0.000000000 0.000000000
## 2294 0.000000000 0.000000000
## 805 0.096774194 0.000000000
## 1563 0.000000000 0.000000000
## 1576 0.000000000 0.000000000
## 1578 0.000000000 0.000000000
## 1588 0.000000000 0.000000000
## 1606 0.000000000 0.000000000
## 1644 0.000000000 0.000000000
## 1650 0.000000000 0.000000000
## 1655 0.000000000 0.000000000
## 1679 0.000000000 0.000000000
## 1698 0.000000000 0.000000000
## 1712 0.000000000 0.000000000
## 1722 0.000000000 0.000000000
## 1745 0.000000000 0.000000000
## 2562 0.000000000 0.076923077
## 366 0.000000000 0.086203753
## 389 0.000000000 0.000000000
## 424 0.041666667 0.013888889
## 1627 0.000000000 0.000000000
## 1668 0.000000000 0.000000000
## 2123 0.000000000 0.000000000
## 2146 0.026573427 0.000000000
## 21811 0.000000000 0.000000000
## 231 0.000000000 0.000000000
## 592 0.040515477 0.034872021
## 813 0.000000000 0.500000000
## 1088 0.000000000 0.000000000
## 1449 0.000000000 0.000000000
## 1670 0.011764706 0.007189542
## 1945 0.000000000 0.000000000
## 2306 0.000000000 0.000000000
## 2527 0.050000000 0.006410256
## 340 0.000000000 0.000000000
## 429 0.214497182 0.103013730
## 807 0.000000000 0.419953354
## 9231 0.010135135 0.401140197
## 1867 0.000000000 0.000000000
## 1956 0.000000000 0.000000000
## 2334 0.000000000 0.000000000
## 2450 0.000000000 0.000000000
## 372 0.015017388 0.251802436
## 412 0.000000000 0.000000000
## 775 0.000000000 0.343023256
## 1358 0.000000000 0.000000000
## 1448 0.000000000 0.000000000
## 1899 0.266666667 0.533333333
## 1939 0.000000000 0.000000000
## 2302 0.000000000 0.000000000
## 347 0.000000000 0.000000000
## 743 0.257981341 0.250291132
## 1374 0.000000000 0.000000000
## 1376 0.000000000 0.000000000
## 14871 0.000000000 0.000000000
## 1509 0.000000000 0.000000000
## 1874 0.000000000 0.000000000
## 2270 0.000000000 0.000000000
## 711 0.009245129 0.229259218
## 10421 0.154022989 0.287356322
## 1161 0.000000000 0.000000000
## 1235 0.000000000 0.000000000
## 1300 0.000000000 0.000000000
## 1320 0.000000000 0.000000000
## 2238 0.000000000 0.000000000
## 2569 0.002732240 0.000000000
## 395 0.000000000 0.000000000
## 1429 0.000000000 0.000000000
## 1440 0.000000000 0.000000000
## 1443 0.000000000 0.000000000
## 1474 0.000000000 0.042469546
## 1501 0.000000000 0.000000000
## 1502 0.000000000 0.000000000
## 1504 0.000000000 0.000000000
## 1516 0.000000000 0.000000000
## 1922 0.000000000 0.000000000
## 222 0.000000000 0.000000000
## 4791 0.218052109 0.165425972
## 1254 0.000000000 0.000000000
## 1343 0.000000000 0.000000000
## 1671 0.156926407 0.133116883
## 1705 0.000000000 0.000000000
## 1719 0.000000000 0.000000000
## 1830 0.000000000 0.000000000
## 1172 0.000000000 0.000000000
## 11951 0.000000000 0.000000000
## 1311 0.000000000 0.000000000
## 1313 0.000000000 0.000000000
## 1353 0.000000000 0.000000000
## 1360 0.000000000 0.000000000
## 1895 0.000000000 0.018750000
## 1983 0.000000000 0.000000000
## 2248 0.000000000 0.000000000
## 2357 0.000000000 0.000000000
## 226 0.000000000 0.000000000
## 480 0.000000000 0.089308409
## 845 0.392520319 0.323665861
## 1552 0.000000000 0.000000000
## 1609 0.000000000 0.000000000
## 1703 0.000000000 0.000000000
## 1728 0.000000000 0.000000000
## 2145 0.000000000 0.000000000
## 249 0.000000000 0.166988234
## 251 0.007619048 0.053333333
## 506 0.387797928 0.000000000
## 556 0.156767074 0.136585588
## 1208 0.000000000 0.000000000
## 1283 0.000000000 0.000000000
## 1284 0.000000000 0.000000000
## 2345 0.013937282 0.006968641
## 2565 0.000000000 0.000000000
## 317 0.218993659 0.000000000
## 335 0.000000000 0.000000000
## 663 0.442717187 0.000000000
## 1333 0.014814815 0.014814815
## 1475 0.000000000 0.000000000
## 19961 0.000000000 0.000000000
## 2113 0.000000000 0.015151515
## 2368 0.044444444 0.025925926
## 22 0.000000000 0.000000000
## 63 0.000000000 0.000000000
## 168 0.046187584 0.184897902
## 174 0.000000000 0.000000000
## 673 0.000000000 0.003571429
## 1177 0.000000000 0.000000000
## 1180 0.000000000 0.000000000
## 1260 0.000000000 0.000000000
## 1744 0.044444444 0.011111111
## 1759 0.000000000 0.011363636
## 2222 0.008474576 0.025423729
## 2362 0.022727273 0.000000000
## 2530 0.000000000 0.062500000
## 2600 0.000000000 0.000000000
## 2641 0.000000000 0.139682540
## 7581 0.000000000 0.000000000
## 1178 0.000000000 0.000000000
## 1287 0.000000000 0.010869565
## 1445 0.000000000 0.000000000
## 19561 0.000000000 0.000000000
## 2229 0.000000000 0.229266862
## 2246 0.150000000 0.133333333
## 2312 0.026785714 0.000000000
## 2412 0.000000000 0.000000000
## 173 0.000000000 0.076372245
## 315 0.000000000 0.250849360
## 376 0.000000000 0.000000000
## 1630 0.000000000 0.000000000
## 1646 0.076388889 0.123611111
## 1683 0.000000000 0.000000000
## 1891 0.041666667 0.000000000
## 1930 0.000000000 0.000000000
## 2007 0.000000000 0.000000000
## 2252 0.100000000 0.025000000
## 2471 0.000000000 0.025641026
## 2511 0.000000000 0.047619048
## 152 0.029411765 0.000000000
## 307 0.000000000 0.000000000
## 414 0.000000000 0.000000000
## 1185 0.000000000 0.000000000
## 1331 0.000000000 0.000000000
## 1351 0.000000000 0.000000000
## 1565 0.000000000 0.000000000
## 1718 0.000000000 0.000000000
## 1808 0.000000000 0.000000000
## 2013 0.000000000 0.008049242
## 2031 0.000000000 0.000000000
## 2090 0.027777778 0.013888889
## 598 0.004464286 0.000000000
## 1155 0.000000000 0.000000000
## 13581 0.000000000 0.000000000
## 1533 0.000000000 0.000000000
## 2025 0.000000000 0.000000000
## 2035 0.000000000 0.000000000
## 2307 0.000000000 0.000000000
## 2498 0.000000000 0.000000000
## 5321 0.000000000 0.000000000
## 975 0.000000000 0.198322237
## 1040 0.142719268 0.000000000
## 1214 0.000000000 0.000000000
## 1612 0.000000000 0.000000000
## 2006 0.000000000 0.000000000
## 2338 0.000000000 0.000000000
## 2504 0.000000000 0.000000000
## 2536 0.000000000 0.625000000
## 279 0.000000000 0.000000000
## 351 0.000000000 0.000000000
## 1336 0.000000000 0.000000000
## 13492 0.080007003 0.014880952
## 1356 0.000000000 0.000000000
## 1417 0.000000000 0.000000000
## 15091 0.000000000 0.000000000
## 1542 0.000000000 0.000000000
## 2055 0.000000000 0.000000000
## 2273 0.000000000 0.000000000
## 2499 0.017391304 0.026086957
## 2566 0.000000000 0.000000000
## 51 0.184260681 0.017442432
## 365 0.369302665 0.281282846
## 552 0.000000000 0.000000000
## 630 0.025351597 0.040218049
## 1493 0.000000000 0.000000000
## 1506 0.000000000 0.000000000
## 1514 0.000000000 0.000000000
## 1925 0.000000000 0.006802721
## 2349 0.000000000 0.000000000
## 2413 0.000000000 0.000000000
## 2629 0.091540404 0.065959596
## 48 0.000000000 0.000000000
## 246 0.000000000 0.000000000
## 1428 0.000000000 0.000000000
## 14872 0.000000000 0.000000000
## 1503 0.000000000 0.000000000
## 16981 0.000000000 0.000000000
## 1700 0.000000000 0.000000000
## 2169 0.000000000 0.000000000
## 2178 0.000000000 0.000000000
## 2626 0.000000000 0.000000000
## 3951 0.000000000 0.000000000
## 1270 0.000000000 0.000000000
## 1315 0.000000000 0.000000000
## 1381 0.000000000 0.000000000
## 16531 0.000000000 0.000000000
## 1661 0.000000000 0.000000000
## 2027 0.000000000 0.000000000
## 2128 0.000000000 0.000000000
## 1220 0.000000000 0.000000000
## 1369 0.000000000 0.000000000
## 1392 0.018292683 0.006097561
## 1751 0.000000000 0.000000000
## 1988 0.000000000 0.000000000
## 2153 0.000000000 0.016304348
## 2167 0.000000000 0.000000000
## 2437 0.000000000 0.012987013
## 2454 0.000000000 0.000000000
## 2578 0.000000000 0.000000000
## 1097 0.001388889 0.442521246
## 1209 0.000000000 0.000000000
## 1335 0.000000000 0.000000000
## 1975 0.000000000 0.000000000
## 2187 0.000000000 0.000000000
## 2259 0.000000000 0.000000000
## 2341 0.000000000 0.000000000
## 2453 0.000000000 0.000000000
## 2522 0.000000000 0.000000000
## 574 0.181658549 0.000000000
## 590 0.000000000 0.103174603
## 983 0.003240207 0.312106358
## 1013 0.027024330 0.000000000
## 2076 0.000000000 0.000000000
## 2158 0.000000000 0.000000000
## 2177 0.060000000 0.026666667
## 2324 0.000000000 0.000000000
## 182 0.001111111 0.005555556
## 212 0.007843137 0.000000000
## 333 0.466222473 0.160775705
## 609 0.000000000 0.000000000
## 1162 0.015625000 0.000000000
## 1286 0.000000000 0.000000000
## 1426 0.000000000 0.000000000
## 1611 0.108766234 0.047727273
## 1882 0.000000000 0.040740741
## 1958 0.000000000 0.000000000
## 2038 0.000000000 0.000000000
## 2467 0.000000000 0.000000000
## 756 0.000000000 0.000000000
## 780 0.000000000 0.231272649
## 991 0.484848487 0.433571598
## 1305 0.000000000 0.000000000
## 1373 0.000000000 0.000000000
## 1459 0.000000000 0.000000000
## 1594 0.000000000 0.000000000
## 1860 0.000000000 0.000000000
## 613 0.045977011 0.177681992
## 1108 0.133622969 0.111003204
## 2279 0.000000000 0.000000000
## 2310 0.000000000 0.000000000
## 2333 0.000000000 0.000000000
## 2348 0.000000000 0.000000000
## 2372 0.000000000 0.000000000
## 2526 0.000000000 0.000000000
## 2574 0.000000000 0.000000000
## 111 0.370747882 0.204449146
## 1438 0.022633745 0.016460905
## 15041 0.000000000 0.000000000
## 1811 0.000000000 0.000000000
## 2092 0.000000000 0.000000000
## 2131 0.000000000 0.000000000
## 2410 0.000000000 0.000000000
## 2539 0.000000000 0.000000000
## 1111 0.370747882 0.204449146
## 14381 0.022633745 0.016460905
## 15042 0.000000000 0.000000000
## 18111 0.000000000 0.000000000
## 20921 0.000000000 0.000000000
## 21311 0.000000000 0.000000000
## 24101 0.000000000 0.000000000
## 25391 0.000000000 0.000000000
## 529 0.000000000 0.000000000
## 638 0.000000000 0.000000000
## 951 0.000000000 0.311414141
## 1505 0.000000000 0.000000000
## 1614 0.000000000 0.000000000
## 1927 0.173346262 0.000000000
## 2481 0.000000000 0.000000000
## 2590 0.000000000 0.000000000
## 467 0.000000000 0.152979113
## pitch_type_percentage_3_FC pitch_type_percentage_3_FF
## 479 0.100000000 0.050000000
## 532 0.000000000 0.000000000
## 1032 0.000000000 0.007898929
## 1042 0.000000000 0.300000000
## 1047 0.000000000 0.500000000
## 1964 0.000000000 0.000000000
## 2148 0.000000000 0.000000000
## 2154 0.000000000 0.000000000
## 2192 0.000000000 0.000000000
## 2241 0.000000000 0.000000000
## 447 0.000000000 0.120275404
## 490 0.015954416 0.021489621
## 496 0.106021999 0.046456419
## 923 0.000000000 0.260444096
## 1038 0.000000000 0.047763655
## 1960 0.000000000 0.000000000
## 1984 0.000000000 0.000000000
## 1996 0.000000000 0.000000000
## 2009 0.000000000 0.000000000
## 2051 0.000000000 0.000000000
## 2085 0.000000000 0.000000000
## 342 0.000000000 0.161611456
## 362 0.000000000 0.084326773
## 896 0.000000000 0.466666667
## 1195 0.000000000 0.000000000
## 1389 0.000000000 0.000000000
## 1393 0.000000000 0.000000000
## 1463 0.000000000 0.000000000
## 1767 0.000000000 0.000000000
## 2587 0.000000000 0.000000000
## 2607 0.000000000 0.000000000
## 137 0.000000000 0.267546442
## 258 0.000000000 0.000000000
## 377 0.000000000 0.235227273
## 1581 0.000000000 0.000000000
## 1640 0.000000000 0.000000000
## 2382 0.000000000 0.000000000
## 2503 0.000000000 0.000000000
## 2622 0.000000000 0.000000000
## 69 0.000000000 0.000000000
## 136 0.000000000 0.000000000
## 1101 0.000000000 0.148349795
## 1268 0.000000000 0.000000000
## 1279 0.000000000 0.000000000
## 1308 0.000000000 0.000000000
## 1324 0.000000000 0.000000000
## 1330 0.000000000 0.000000000
## 2104 0.000000000 0.000000000
## 2314 0.000000000 0.000000000
## 2381 0.000000000 0.000000000
## 55 0.000000000 0.089778619
## 1153 0.000000000 0.000000000
## 1439 0.000000000 0.000000000
## 1617 0.000000000 0.000000000
## 1653 0.000000000 0.000000000
## 1737 0.000000000 0.000000000
## 1926 0.000000000 0.000000000
## 2300 0.000000000 0.000000000
## 238 0.000000000 0.287802075
## 1077 0.000000000 0.359540683
## 1159 0.000000000 0.000000000
## 1253 0.000000000 0.000000000
## 1387 0.000000000 0.000000000
## 1450 0.000000000 0.000000000
## 1915 0.000000000 0.000000000
## 2483 0.000000000 0.000000000
## 612 0.000000000 0.084500467
## 1229 0.000000000 0.000000000
## 1231 0.000000000 0.000000000
## 1349 0.000000000 0.000000000
## 1553 0.000000000 0.000000000
## 1660 0.000000000 0.000000000
## 1663 0.000000000 0.000000000
## 1959 0.000000000 0.000000000
## 6121 0.000000000 0.084500467
## 12291 0.000000000 0.000000000
## 12311 0.000000000 0.000000000
## 13491 0.000000000 0.000000000
## 15531 0.000000000 0.000000000
## 16601 0.000000000 0.000000000
## 16631 0.000000000 0.000000000
## 19591 0.000000000 0.000000000
## 476 0.000000000 0.000000000
## 527 0.000000000 0.054616911
## 576 0.000000000 0.000000000
## 2047 0.000000000 0.000000000
## 2118 0.000000000 0.000000000
## 2133 0.000000000 0.000000000
## 2134 0.000000000 0.000000000
## 2139 0.000000000 0.000000000
## 2181 0.000000000 0.000000000
## 2190 0.000000000 0.000000000
## 2205 0.000000000 0.000000000
## 2206 0.000000000 0.000000000
## 758 0.156244649 0.359710375
## 820 0.040031241 0.042573277
## 1535 0.000000000 0.000000000
## 1546 0.000000000 0.000000000
## 1555 0.000000000 0.000000000
## 1618 0.000000000 0.000000000
## 1684 0.000000000 0.000000000
## 1740 0.000000000 0.000000000
## 1746 0.000000000 0.000000000
## 2515 0.000000000 0.000000000
## 2577 0.000000000 0.000000000
## 537 0.000000000 0.266666667
## 960 0.000000000 0.410075104
## 1068 0.048878205 0.137019231
## 12531 0.000000000 0.000000000
## 1301 0.000000000 0.000000000
## 1487 0.000000000 0.000000000
## 1508 0.000000000 0.000000000
## 1735 0.000000000 0.000000000
## 2294 0.000000000 0.000000000
## 805 0.000000000 0.277777778
## 1563 0.000000000 0.000000000
## 1576 0.000000000 0.000000000
## 1578 0.000000000 0.000000000
## 1588 0.000000000 0.000000000
## 1606 0.000000000 0.000000000
## 1644 0.000000000 0.000000000
## 1650 0.000000000 0.000000000
## 1655 0.000000000 0.000000000
## 1679 0.000000000 0.000000000
## 1698 0.000000000 0.000000000
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## pitch_type_percentage_3_SL pitch_type_percentage_2_FC
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## 2626 0.000000000 0.000000000
## 3951 0.000000000 0.000000000
## 1270 0.000000000 0.000000000
## 1315 0.000000000 0.000000000
## 1381 0.000000000 0.000000000
## 16531 0.000000000 0.000000000
## 1661 0.000000000 0.000000000
## 2027 0.000000000 0.000000000
## 2128 0.000000000 0.000000000
## 1220 0.000000000 0.000000000
## 1369 0.000000000 0.000000000
## 1392 0.000000000 0.000000000
## 1751 0.000000000 0.000000000
## 1988 0.000000000 0.000000000
## 2153 0.000000000 0.000000000
## 2167 0.000000000 0.000000000
## 2437 0.000000000 0.000000000
## 2454 0.000000000 0.000000000
## 2578 0.000000000 0.000000000
## 1097 0.377749445 0.000000000
## 1209 0.000000000 0.000000000
## 1335 0.000000000 0.000000000
## 1975 0.000000000 0.000000000
## 2187 0.000000000 0.000000000
## 2259 0.000000000 0.000000000
## 2341 0.000000000 0.000000000
## 2453 0.000000000 0.000000000
## 2522 0.000000000 0.000000000
## 574 0.000000000 0.247699362
## 590 0.000000000 0.000000000
## 983 0.298706635 0.000000000
## 1013 0.000000000 0.350337087
## 2076 0.000000000 0.000000000
## 2158 0.000000000 0.000000000
## 2177 0.000000000 0.000000000
## 2324 0.000000000 0.000000000
## 182 0.000000000 0.022592593
## 212 0.000000000 0.000000000
## 333 0.175860285 0.000000000
## 609 0.000000000 0.000000000
## 1162 0.000000000 0.000000000
## 1286 0.000000000 0.000000000
## 1426 0.000000000 0.000000000
## 1611 0.000000000 0.000000000
## 1882 0.000000000 0.000000000
## 1958 0.000000000 0.000000000
## 2038 0.000000000 0.000000000
## 2467 0.000000000 0.000000000
## 756 0.000000000 0.000000000
## 780 0.241822652 0.000000000
## 991 0.414255038 0.000000000
## 1305 0.000000000 0.000000000
## 1373 0.000000000 0.000000000
## 1459 0.000000000 0.000000000
## 1594 0.000000000 0.000000000
## 1860 0.000000000 0.000000000
## 613 0.133333333 0.000000000
## 1108 0.085022309 0.000000000
## 2279 0.000000000 0.000000000
## 2310 0.000000000 0.000000000
## 2333 0.000000000 0.000000000
## 2348 0.000000000 0.000000000
## 2372 0.000000000 0.000000000
## 2526 0.000000000 0.000000000
## 2574 0.000000000 0.000000000
## 111 0.000000000 0.000000000
## 1438 0.000000000 0.000000000
## 15041 0.000000000 0.000000000
## 1811 0.000000000 0.000000000
## 2092 0.000000000 0.000000000
## 2131 0.000000000 0.000000000
## 2410 0.000000000 0.000000000
## 2539 0.000000000 0.000000000
## 1111 0.000000000 0.000000000
## 14381 0.000000000 0.000000000
## 15042 0.000000000 0.000000000
## 18111 0.000000000 0.000000000
## 20921 0.000000000 0.000000000
## 21311 0.000000000 0.000000000
## 24101 0.000000000 0.000000000
## 25391 0.000000000 0.000000000
## 529 0.000000000 0.000000000
## 638 0.000000000 0.000000000
## 951 0.143849206 0.010000000
## 1505 0.000000000 0.000000000
## 1614 0.000000000 0.000000000
## 1927 0.000000000 0.059857789
## 2481 0.000000000 0.000000000
## 2590 0.000000000 0.000000000
## 467 0.176671786 0.000000000
## pitch_type_percentage_3_CH pitch_type_percentage_3_SI
## 479 0.033333333 0.033333333
## 532 0.000000000 0.000000000
## 1032 0.276825301 0.499357715
## 1042 0.100000000 0.225000000
## 1047 0.500000000 0.000000000
## 1964 0.000000000 0.000000000
## 2148 0.000000000 0.000000000
## 2154 0.000000000 0.000000000
## 2192 0.000000000 0.000000000
## 2241 0.000000000 0.000000000
## 447 0.000000000 0.086657170
## 490 0.014448514 0.022466422
## 496 0.074568365 0.058918129
## 923 0.116486789 0.000000000
## 1038 0.151721669 0.452124233
## 1960 0.000000000 0.000000000
## 1984 0.000000000 0.000000000
## 1996 0.000000000 0.000000000
## 2009 0.000000000 0.000000000
## 2051 0.000000000 0.000000000
## 2085 0.000000000 0.000000000
## 342 0.119845583 0.102958937
## 362 0.000000000 0.047002543
## 896 0.014285714 0.000000000
## 1195 0.000000000 0.000000000
## 1389 0.000000000 0.000000000
## 1393 0.000000000 0.000000000
## 1463 0.000000000 0.000000000
## 1767 0.000000000 0.000000000
## 2587 0.000000000 0.000000000
## 2607 0.000000000 0.000000000
## 137 0.129163396 0.000000000
## 258 0.000000000 0.000000000
## 377 0.192045455 0.117045455
## 1581 0.000000000 0.000000000
## 1640 0.000000000 0.000000000
## 2382 0.000000000 0.000000000
## 2503 0.000000000 0.000000000
## 2622 0.000000000 0.000000000
## 69 0.000000000 0.000000000
## 136 0.000000000 0.000000000
## 1101 0.066087012 0.395076632
## 1268 0.000000000 0.000000000
## 1279 0.000000000 0.000000000
## 1308 0.000000000 0.000000000
## 1324 0.000000000 0.000000000
## 1330 0.000000000 0.000000000
## 2104 0.000000000 0.000000000
## 2314 0.000000000 0.000000000
## 2381 0.000000000 0.000000000
## 55 0.113264994 0.192876113
## 1153 0.000000000 0.000000000
## 1439 0.000000000 0.000000000
## 1617 0.000000000 0.000000000
## 1653 0.000000000 0.000000000
## 1737 0.000000000 0.000000000
## 1926 0.000000000 0.000000000
## 2300 0.000000000 0.000000000
## 238 0.078972420 0.186404583
## 1077 0.022380376 0.056344428
## 1159 0.000000000 0.000000000
## 1253 0.000000000 0.000000000
## 1387 0.000000000 0.000000000
## 1450 0.000000000 0.000000000
## 1915 0.000000000 0.000000000
## 2483 0.000000000 0.000000000
## 612 0.157329599 0.159694989
## 1229 0.000000000 0.000000000
## 1231 0.000000000 0.000000000
## 1349 0.000000000 0.000000000
## 1553 0.000000000 0.000000000
## 1660 0.000000000 0.000000000
## 1663 0.000000000 0.000000000
## 1959 0.000000000 0.000000000
## 6121 0.157329599 0.159694989
## 12291 0.000000000 0.000000000
## 12311 0.000000000 0.000000000
## 13491 0.000000000 0.000000000
## 15531 0.000000000 0.000000000
## 16601 0.000000000 0.000000000
## 16631 0.000000000 0.000000000
## 19591 0.000000000 0.000000000
## 476 0.000000000 0.000000000
## 527 0.006730769 0.026923077
## 576 0.000000000 0.000000000
## 2047 0.000000000 0.000000000
## 2118 0.000000000 0.000000000
## 2133 0.000000000 0.000000000
## 2134 0.000000000 0.000000000
## 2139 0.000000000 0.000000000
## 2181 0.000000000 0.000000000
## 2190 0.000000000 0.000000000
## 2205 0.000000000 0.000000000
## 2206 0.000000000 0.000000000
## 758 0.000000000 0.000000000
## 820 0.338060552 0.449616347
## 1535 0.000000000 0.000000000
## 1546 0.000000000 0.000000000
## 1555 0.000000000 0.000000000
## 1618 0.000000000 0.000000000
## 1684 0.000000000 0.000000000
## 1740 0.000000000 0.000000000
## 1746 0.000000000 0.000000000
## 2515 0.000000000 0.000000000
## 2577 0.000000000 0.000000000
## 537 0.090000000 0.040000000
## 960 0.035484261 0.000000000
## 1068 0.124198718 0.000000000
## 12531 0.000000000 0.000000000
## 1301 0.000000000 0.000000000
## 1487 0.000000000 0.000000000
## 1508 0.000000000 0.000000000
## 1735 0.000000000 0.000000000
## 2294 0.000000000 0.000000000
## 805 0.166666667 0.277777778
## 1563 0.000000000 0.000000000
## 1576 0.000000000 0.000000000
## 1578 0.000000000 0.000000000
## 1588 0.000000000 0.000000000
## 1606 0.000000000 0.000000000
## 1644 0.000000000 0.000000000
## 1650 0.000000000 0.000000000
## 1655 0.000000000 0.000000000
## 1679 0.000000000 0.000000000
## 1698 0.000000000 0.000000000
## 1712 0.000000000 0.000000000
## 1722 0.000000000 0.000000000
## 1745 0.000000000 0.000000000
## 2562 0.000000000 0.000000000
## 366 0.122993494 0.000000000
## 389 0.000000000 0.000000000
## 424 0.000000000 0.000000000
## 1627 0.000000000 0.000000000
## 1668 0.000000000 0.000000000
## 2123 0.000000000 0.000000000
## 2146 0.000000000 0.000000000
## 21811 0.000000000 0.000000000
## 231 0.000000000 0.000000000
## 592 0.011111111 0.007936508
## 813 0.076923077 0.000000000
## 1088 0.265868083 0.000000000
## 1449 0.000000000 0.000000000
## 1670 0.000000000 0.000000000
## 1945 0.000000000 0.000000000
## 2306 0.000000000 0.000000000
## 2527 0.000000000 0.000000000
## 340 0.000000000 0.000000000
## 429 0.016613734 0.087193983
## 807 0.067727884 0.000000000
## 9231 0.116486789 0.000000000
## 1867 0.000000000 0.000000000
## 1956 0.000000000 0.000000000
## 2334 0.000000000 0.000000000
## 2450 0.000000000 0.000000000
## 372 0.053005093 0.017748396
## 412 0.013888889 0.000000000
## 775 0.000000000 0.000000000
## 1358 0.000000000 0.000000000
## 1448 0.000000000 0.000000000
## 1899 0.000000000 0.000000000
## 1939 0.000000000 0.000000000
## 2302 0.000000000 0.000000000
## 347 0.000000000 0.000000000
## 743 0.260481163 0.253799587
## 1374 0.000000000 0.000000000
## 1376 0.000000000 0.000000000
## 14871 0.000000000 0.000000000
## 1509 0.000000000 0.000000000
## 1874 0.000000000 0.000000000
## 2270 0.000000000 0.000000000
## 711 0.211583313 0.005454545
## 10421 0.100000000 0.225000000
## 1161 0.000000000 0.000000000
## 1235 0.000000000 0.000000000
## 1300 0.000000000 0.000000000
## 1320 0.000000000 0.000000000
## 2238 0.000000000 0.000000000
## 2569 0.000000000 0.000000000
## 395 0.000000000 0.000000000
## 1429 0.000000000 0.000000000
## 1440 0.000000000 0.000000000
## 1443 0.000000000 0.000000000
## 1474 0.000000000 0.000000000
## 1501 0.000000000 0.000000000
## 1502 0.000000000 0.000000000
## 1504 0.000000000 0.000000000
## 1516 0.000000000 0.000000000
## 1922 0.000000000 0.000000000
## 222 0.000000000 0.000000000
## 4791 0.033333333 0.033333333
## 1254 0.000000000 0.000000000
## 1343 0.000000000 0.000000000
## 1671 0.000000000 0.000000000
## 1705 0.000000000 0.000000000
## 1719 0.000000000 0.000000000
## 1830 0.000000000 0.000000000
## 1172 0.000000000 0.000000000
## 11951 0.000000000 0.000000000
## 1311 0.000000000 0.000000000
## 1313 0.000000000 0.000000000
## 1353 0.000000000 0.000000000
## 1360 0.000000000 0.000000000
## 1895 0.000000000 0.000000000
## 1983 0.000000000 0.000000000
## 2248 0.000000000 0.000000000
## 2357 0.000000000 0.000000000
## 226 0.000000000 0.000000000
## 480 0.095060440 0.000000000
## 845 0.067832281 0.312724627
## 1552 0.000000000 0.000000000
## 1609 0.000000000 0.000000000
## 1703 0.000000000 0.000000000
## 1728 0.000000000 0.000000000
## 2145 0.000000000 0.000000000
## 249 0.031150794 0.000000000
## 251 0.000000000 0.000000000
## 506 0.000000000 0.326280239
## 556 0.000000000 0.142857143
## 1208 0.000000000 0.000000000
## 1283 0.000000000 0.000000000
## 1284 0.000000000 0.000000000
## 2345 0.000000000 0.000000000
## 2565 0.000000000 0.000000000
## 317 0.050670996 0.087290553
## 335 0.000000000 0.000000000
## 663 0.106513410 0.205507663
## 1333 0.000000000 0.000000000
## 1475 0.000000000 0.000000000
## 19961 0.000000000 0.000000000
## 2113 0.000000000 0.000000000
## 2368 0.027777778 0.055555556
## 22 0.000000000 0.000000000
## 63 0.000000000 0.000000000
## 168 0.027969537 0.000000000
## 174 0.000000000 0.000000000
## 673 0.006944444 0.000000000
## 1177 0.000000000 0.000000000
## 1180 0.000000000 0.000000000
## 1260 0.000000000 0.000000000
## 1744 0.000000000 0.000000000
## 1759 0.000000000 0.000000000
## 2222 0.000000000 0.000000000
## 2362 0.000000000 0.000000000
## 2530 0.000000000 0.000000000
## 2600 0.000000000 0.000000000
## 2641 0.011904762 0.000000000
## 7581 0.000000000 0.000000000
## 1178 0.000000000 0.000000000
## 1287 0.000000000 0.000000000
## 1445 0.000000000 0.000000000
## 19561 0.000000000 0.000000000
## 2229 0.121381886 0.000000000
## 2246 0.000000000 0.000000000
## 2312 0.000000000 0.000000000
## 2412 0.000000000 0.000000000
## 173 0.000000000 0.000000000
## 315 0.063528042 0.000000000
## 376 0.000000000 0.000000000
## 1630 0.000000000 0.000000000
## 1646 0.000000000 0.000000000
## 1683 0.000000000 0.000000000
## 1891 0.000000000 0.000000000
## 1930 0.000000000 0.000000000
## 2007 0.000000000 0.000000000
## 2252 0.000000000 0.000000000
## 2471 0.000000000 0.000000000
## 2511 0.000000000 0.000000000
## 152 0.000000000 0.000000000
## 307 0.000000000 0.000000000
## 414 0.000000000 0.000000000
## 1185 0.000000000 0.000000000
## 1331 0.000000000 0.000000000
## 1351 0.000000000 0.000000000
## 1565 0.000000000 0.000000000
## 1718 0.000000000 0.000000000
## 1808 0.000000000 0.000000000
## 2013 0.000000000 0.000000000
## 2031 0.000000000 0.000000000
## 2090 0.000000000 0.000000000
## 598 0.112237960 0.016483516
## 1155 0.000000000 0.000000000
## 13581 0.000000000 0.000000000
## 1533 0.000000000 0.000000000
## 2025 0.000000000 0.000000000
## 2035 0.000000000 0.000000000
## 2307 0.000000000 0.000000000
## 2498 0.000000000 0.000000000
## 5321 0.000000000 0.000000000
## 975 0.293110028 0.000000000
## 1040 0.256944444 0.208333333
## 1214 0.000000000 0.000000000
## 1612 0.000000000 0.000000000
## 2006 0.000000000 0.000000000
## 2338 0.000000000 0.000000000
## 2504 0.000000000 0.000000000
## 2536 0.000000000 0.000000000
## 279 0.000000000 0.000000000
## 351 0.000000000 0.000000000
## 1336 0.000000000 0.000000000
## 13492 0.000000000 0.000000000
## 1356 0.000000000 0.000000000
## 1417 0.000000000 0.000000000
## 15091 0.000000000 0.000000000
## 1542 0.000000000 0.000000000
## 2055 0.000000000 0.000000000
## 2273 0.000000000 0.000000000
## 2499 0.000000000 0.000000000
## 2566 0.000000000 0.000000000
## 51 0.094716464 0.118298436
## 365 0.000000000 0.262765523
## 552 0.000000000 0.000000000
## 630 0.000000000 0.009199134
## 1493 0.000000000 0.000000000
## 1506 0.000000000 0.000000000
## 1514 0.000000000 0.000000000
## 1925 0.000000000 0.000000000
## 2349 0.000000000 0.000000000
## 2413 0.000000000 0.000000000
## 2629 0.000000000 0.000000000
## 48 0.000000000 0.000000000
## 246 0.000000000 0.000000000
## 1428 0.000000000 0.000000000
## 14872 0.000000000 0.000000000
## 1503 0.000000000 0.000000000
## 16981 0.000000000 0.000000000
## 1700 0.000000000 0.000000000
## 2169 0.000000000 0.000000000
## 2178 0.000000000 0.000000000
## 2626 0.000000000 0.000000000
## 3951 0.000000000 0.000000000
## 1270 0.000000000 0.000000000
## 1315 0.000000000 0.000000000
## 1381 0.000000000 0.000000000
## 16531 0.000000000 0.000000000
## 1661 0.000000000 0.000000000
## 2027 0.000000000 0.000000000
## 2128 0.000000000 0.000000000
## 1220 0.000000000 0.000000000
## 1369 0.000000000 0.000000000
## 1392 0.000000000 0.000000000
## 1751 0.000000000 0.000000000
## 1988 0.000000000 0.000000000
## 2153 0.000000000 0.000000000
## 2167 0.000000000 0.000000000
## 2437 0.000000000 0.000000000
## 2454 0.000000000 0.000000000
## 2578 0.000000000 0.000000000
## 1097 0.013267783 0.022135417
## 1209 0.000000000 0.000000000
## 1335 0.000000000 0.000000000
## 1975 0.000000000 0.000000000
## 2187 0.000000000 0.000000000
## 2259 0.000000000 0.000000000
## 2341 0.000000000 0.000000000
## 2453 0.000000000 0.000000000
## 2522 0.000000000 0.000000000
## 574 0.092083333 0.091500000
## 590 0.000000000 0.000000000
## 983 0.000000000 0.004934211
## 1013 0.088475152 0.026721613
## 2076 0.000000000 0.000000000
## 2158 0.000000000 0.000000000
## 2177 0.000000000 0.000000000
## 2324 0.000000000 0.000000000
## 182 0.000000000 0.000000000
## 212 0.000000000 0.000000000
## 333 0.032329322 0.403151697
## 609 0.231322815 0.000000000
## 1162 0.000000000 0.000000000
## 1286 0.000000000 0.000000000
## 1426 0.000000000 0.000000000
## 1611 0.000000000 0.000000000
## 1882 0.000000000 0.000000000
## 1958 0.000000000 0.000000000
## 2038 0.000000000 0.000000000
## 2467 0.000000000 0.000000000
## 756 0.000000000 0.000000000
## 780 0.088904423 0.000000000
## 991 0.066171198 0.480780660
## 1305 0.000000000 0.000000000
## 1373 0.000000000 0.000000000
## 1459 0.000000000 0.000000000
## 1594 0.000000000 0.000000000
## 1860 0.000000000 0.000000000
## 613 0.000000000 0.033333333
## 1108 0.129951154 0.100462220
## 2279 0.000000000 0.000000000
## 2310 0.000000000 0.000000000
## 2333 0.000000000 0.000000000
## 2348 0.000000000 0.000000000
## 2372 0.000000000 0.000000000
## 2526 0.000000000 0.000000000
## 2574 0.000000000 0.000000000
## 111 0.000000000 0.222222222
## 1438 0.000000000 0.000000000
## 15041 0.000000000 0.000000000
## 1811 0.000000000 0.000000000
## 2092 0.000000000 0.000000000
## 2131 0.000000000 0.000000000
## 2410 0.000000000 0.000000000
## 2539 0.000000000 0.000000000
## 1111 0.000000000 0.222222222
## 14381 0.000000000 0.000000000
## 15042 0.000000000 0.000000000
## 18111 0.000000000 0.000000000
## 20921 0.000000000 0.000000000
## 21311 0.000000000 0.000000000
## 24101 0.000000000 0.000000000
## 25391 0.000000000 0.000000000
## 529 0.000000000 0.000000000
## 638 0.000000000 0.000000000
## 951 0.000000000 0.000000000
## 1505 0.000000000 0.000000000
## 1614 0.000000000 0.000000000
## 1927 0.000000000 0.000000000
## 2481 0.000000000 0.000000000
## 2590 0.000000000 0.000000000
## 467 0.268288427 0.000000000
## pitch_type_percentage_1_KC pitch_type_percentage_2_KC
## 479 0.000000000 0.000000000
## 532 0.000000000 0.000000000
## 1032 0.000000000 0.000000000
## 1042 0.000000000 0.000000000
## 1047 0.000000000 0.000000000
## 1964 0.000000000 0.000000000
## 2148 0.000000000 0.000000000
## 2154 0.000000000 0.000000000
## 2192 0.000000000 0.000000000
## 2241 0.000000000 0.000000000
## 447 0.000000000 0.000000000
## 490 0.018117070 0.005730212
## 496 0.000000000 0.000000000
## 923 0.005789474 0.000000000
## 1038 0.000000000 0.000000000
## 1960 0.000000000 0.000000000
## 1984 0.000000000 0.000000000
## 1996 0.000000000 0.000000000
## 2009 0.000000000 0.000000000
## 2051 0.000000000 0.000000000
## 2085 0.000000000 0.000000000
## 342 0.000000000 0.000000000
## 362 0.000000000 0.000000000
## 896 0.000000000 0.000000000
## 1195 0.000000000 0.000000000
## 1389 0.000000000 0.000000000
## 1393 0.000000000 0.000000000
## 1463 0.000000000 0.000000000
## 1767 0.000000000 0.000000000
## 2587 0.000000000 0.000000000
## 2607 0.000000000 0.000000000
## 137 0.000000000 0.000000000
## 258 0.085421025 0.003711201
## 377 0.000000000 0.000000000
## 1581 0.000000000 0.000000000
## 1640 0.000000000 0.000000000
## 2382 0.000000000 0.000000000
## 2503 0.000000000 0.000000000
## 2622 0.000000000 0.000000000
## 69 0.000000000 0.000000000
## 136 0.000000000 0.000000000
## 1101 0.000000000 0.000000000
## 1268 0.157786753 0.005390836
## 1279 0.000000000 0.000000000
## 1308 0.217169531 0.000000000
## 1324 0.000000000 0.000000000
## 1330 0.000000000 0.000000000
## 2104 0.000000000 0.000000000
## 2314 0.000000000 0.000000000
## 2381 0.000000000 0.000000000
## 55 0.000000000 0.000000000
## 1153 0.000000000 0.000000000
## 1439 0.000000000 0.000000000
## 1617 0.000000000 0.000000000
## 1653 0.000000000 0.000000000
## 1737 0.000000000 0.000000000
## 1926 0.000000000 0.000000000
## 2300 0.000000000 0.000000000
## 238 0.000000000 0.000000000
## 1077 0.000000000 0.000000000
## 1159 0.000000000 0.000000000
## 1253 0.000000000 0.000000000
## 1387 0.000000000 0.000000000
## 1450 0.000000000 0.000000000
## 1915 0.000000000 0.000000000
## 2483 0.000000000 0.000000000
## 612 0.000000000 0.000000000
## 1229 0.000000000 0.000000000
## 1231 0.000000000 0.000000000
## 1349 0.000000000 0.000000000
## 1553 0.000000000 0.000000000
## 1660 0.000000000 0.000000000
## 1663 0.000000000 0.000000000
## 1959 0.000000000 0.000000000
## 6121 0.000000000 0.000000000
## 12291 0.000000000 0.000000000
## 12311 0.000000000 0.000000000
## 13491 0.000000000 0.000000000
## 15531 0.000000000 0.000000000
## 16601 0.000000000 0.000000000
## 16631 0.000000000 0.000000000
## 19591 0.000000000 0.000000000
## 476 0.000000000 0.000000000
## 527 0.000000000 0.000000000
## 576 0.000000000 0.000000000
## 2047 0.000000000 0.000000000
## 2118 0.000000000 0.000000000
## 2133 0.000000000 0.000000000
## 2134 0.000000000 0.000000000
## 2139 0.000000000 0.000000000
## 2181 0.000000000 0.000000000
## 2190 0.000000000 0.000000000
## 2205 0.000000000 0.000000000
## 2206 0.000000000 0.000000000
## 758 0.000000000 0.000000000
## 820 0.000000000 0.000000000
## 1535 0.000000000 0.000000000
## 1546 0.000000000 0.000000000
## 1555 0.000000000 0.000000000
## 1618 0.000000000 0.000000000
## 1684 0.271034857 0.000000000
## 1740 0.000000000 0.000000000
## 1746 0.000000000 0.000000000
## 2515 0.000000000 0.000000000
## 2577 0.000000000 0.000000000
## 537 0.000000000 0.000000000
## 960 0.148592717 0.166499248
## 1068 0.000000000 0.000000000
## 12531 0.000000000 0.000000000
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## pitch_type_percentage_3_KC pitch_type_percentage_1_ST
## 479 0.000000000 0.000000000
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## 1047 0.000000000 0.000000000
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## 1922 0.000000000 0.000000000
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## 1895 0.000000000 0.000000000
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## 2357 0.000000000 0.000000000
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## 1646 0.000000000 0.000000000
## 1683 0.000000000 0.000000000
## 1891 0.000000000 0.000000000
## 1930 0.000000000 0.067445908
## 2007 0.000000000 0.095972329
## 2252 0.000000000 0.000000000
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## 48 0.000000000 0.000000000
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## 1428 0.000000000 0.000000000
## 14872 0.000000000 0.000000000
## 1503 0.000000000 0.000000000
## 16981 0.000000000 0.000000000
## 1700 0.000000000 0.000000000
## 2169 0.000000000 0.000000000
## 2178 0.000000000 0.000000000
## 2626 0.000000000 0.000000000
## 3951 0.000000000 0.000000000
## 1270 0.000000000 0.000000000
## 1315 0.000000000 0.000000000
## 1381 0.000000000 0.000000000
## 16531 0.000000000 0.000000000
## 1661 0.000000000 0.000000000
## 2027 0.000000000 0.000000000
## 2128 0.000000000 0.243008885
## 1220 0.000000000 0.000000000
## 1369 0.000000000 0.000000000
## 1392 0.000000000 0.000000000
## 1751 0.000000000 0.000000000
## 1988 0.000000000 0.538002589
## 2153 0.000000000 0.000000000
## 2167 0.000000000 0.000000000
## 2437 0.000000000 0.000000000
## 2454 0.000000000 0.073908186
## 2578 0.000000000 0.000000000
## 1097 0.000000000 0.000000000
## 1209 0.000000000 0.521739130
## 1335 0.000000000 0.000000000
## 1975 0.000000000 0.000000000
## 2187 0.000000000 0.599720637
## 2259 0.000000000 0.144927536
## 2341 0.000000000 0.000000000
## 2453 0.000000000 0.000000000
## 2522 0.000000000 0.000000000
## 574 0.000000000 0.000000000
## 590 0.000000000 0.000000000
## 983 0.125048924 0.000000000
## 1013 0.000000000 0.000000000
## 2076 0.000000000 0.000000000
## 2158 0.000000000 0.000000000
## 2177 0.000000000 0.000000000
## 2324 0.000000000 0.000000000
## 182 0.000000000 0.000000000
## 212 0.000000000 0.000000000
## 333 0.000000000 0.000000000
## 609 0.000000000 0.000000000
## 1162 0.000000000 0.000000000
## 1286 0.000000000 0.000000000
## 1426 0.000000000 0.000000000
## 1611 0.000000000 0.000000000
## 1882 0.000000000 0.000000000
## 1958 0.000000000 0.000000000
## 2038 0.000000000 0.000000000
## 2467 0.000000000 0.000000000
## 756 0.000000000 0.000000000
## 780 0.070120266 0.000000000
## 991 0.000000000 0.005796853
## 1305 0.000000000 0.000000000
## 1373 0.000000000 0.000000000
## 1459 0.000000000 0.000000000
## 1594 0.000000000 0.000000000
## 1860 0.000000000 0.000000000
## 613 0.000000000 0.000000000
## 1108 0.000000000 0.041131151
## 2279 0.000000000 0.000000000
## 2310 0.000000000 0.000000000
## 2333 0.000000000 0.000000000
## 2348 0.000000000 0.000000000
## 2372 0.000000000 0.000000000
## 2526 0.000000000 0.000000000
## 2574 0.000000000 0.000000000
## 111 0.000000000 0.000000000
## 1438 0.000000000 0.000000000
## 15041 0.000000000 0.000000000
## 1811 0.000000000 0.000000000
## 2092 0.000000000 0.122720890
## 2131 0.000000000 0.000000000
## 2410 0.000000000 0.000000000
## 2539 0.000000000 0.000000000
## 1111 0.000000000 0.000000000
## 14381 0.000000000 0.000000000
## 15042 0.000000000 0.000000000
## 18111 0.000000000 0.000000000
## 20921 0.000000000 0.122720890
## 21311 0.000000000 0.000000000
## 24101 0.000000000 0.000000000
## 25391 0.000000000 0.000000000
## 529 0.000000000 0.000000000
## 638 0.000000000 0.142813651
## 951 0.000000000 0.000000000
## 1505 0.000000000 0.000000000
## 1614 0.000000000 0.000000000
## 1927 0.000000000 0.000000000
## 2481 0.000000000 0.493976836
## 2590 0.000000000 0.000000000
## 467 0.000000000 0.000000000
## pitch_type_percentage_2_CU pitch_type_percentage_1_FS
## 479 0.000000000 0.000000000
## 532 0.078179990 0.000000000
## 1032 0.008344595 0.000000000
## 1042 0.000000000 0.000000000
## 1047 0.146341463 0.000000000
## 1964 0.000000000 0.000000000
## 2148 0.000000000 0.000000000
## 2154 0.000000000 0.000000000
## 2192 0.000000000 0.000000000
## 2241 0.000000000 0.000000000
## 447 0.000000000 0.538873689
## 490 0.000000000 0.000000000
## 496 0.058891604 0.000000000
## 923 0.000000000 0.000000000
## 1038 0.287075453 0.000000000
## 1960 0.000000000 0.000000000
## 1984 0.000000000 0.020299145
## 1996 0.000000000 0.000000000
## 2009 0.000000000 0.000000000
## 2051 0.000000000 0.000000000
## 2085 0.000000000 0.136331671
## 342 0.000000000 0.000000000
## 362 0.000000000 0.190244518
## 896 0.115384615 0.000000000
## 1195 0.000000000 0.000000000
## 1389 0.000000000 0.000000000
## 1393 0.000000000 0.000000000
## 1463 0.000000000 0.000000000
## 1767 0.000000000 0.000000000
## 2587 0.000000000 0.000000000
## 2607 0.000000000 0.000000000
## 137 0.114629897 0.000000000
## 258 0.000000000 0.000000000
## 377 0.000000000 0.000000000
## 1581 0.000000000 0.000000000
## 1640 0.000000000 0.000000000
## 2382 0.000000000 0.000000000
## 2503 0.000000000 0.000000000
## 2622 0.000000000 0.000000000
## 69 0.000000000 0.000000000
## 136 0.028588936 0.000000000
## 1101 0.000000000 0.000000000
## 1268 0.000000000 0.000000000
## 1279 0.000000000 0.000000000
## 1308 0.000000000 0.000000000
## 1324 0.000000000 0.000000000
## 1330 0.000000000 0.000000000
## 2104 0.000000000 0.000000000
## 2314 0.000000000 0.000000000
## 2381 0.000000000 0.000000000
## 55 0.077323370 0.000000000
## 1153 0.000000000 0.000000000
## 1439 0.000000000 0.000000000
## 1617 0.004032258 0.000000000
## 1653 0.000000000 0.000000000
## 1737 0.000000000 0.000000000
## 1926 0.000000000 0.000000000
## 2300 0.083333333 0.000000000
## 238 0.165651202 0.000000000
## 1077 0.032338635 0.000000000
## 1159 0.000000000 0.000000000
## 1253 0.000000000 0.000000000
## 1387 0.000000000 0.000000000
## 1450 0.000000000 0.000000000
## 1915 0.000000000 0.000000000
## 2483 0.000000000 0.000000000
## 612 0.257316796 0.000000000
## 1229 0.000000000 0.000000000
## 1231 0.000000000 0.000000000
## 1349 0.000000000 0.000000000
## 1553 0.000000000 0.000000000
## 1660 0.000000000 0.000000000
## 1663 0.000000000 0.000000000
## 1959 0.000000000 0.000000000
## 6121 0.257316796 0.000000000
## 12291 0.000000000 0.000000000
## 12311 0.000000000 0.000000000
## 13491 0.000000000 0.000000000
## 15531 0.000000000 0.000000000
## 16601 0.000000000 0.000000000
## 16631 0.000000000 0.000000000
## 19591 0.000000000 0.000000000
## 476 0.000000000 0.000000000
## 527 0.153973454 0.000000000
## 576 0.042333916 0.000000000
## 2047 0.000000000 0.000000000
## 2118 0.000000000 0.000000000
## 2133 0.000000000 0.000000000
## 2134 0.000000000 0.000000000
## 2139 0.000000000 0.000000000
## 2181 0.000000000 0.000000000
## 2190 0.138388278 0.000000000
## 2205 0.000000000 0.000000000
## 2206 0.000000000 0.000000000
## 758 0.047531550 0.139406116
## 820 0.074965000 0.000000000
## 1535 0.000000000 0.000000000
## 1546 0.000000000 0.000000000
## 1555 0.000000000 0.000000000
## 1618 0.000000000 0.000000000
## 1684 0.000000000 0.000000000
## 1740 0.000000000 0.000000000
## 1746 0.000000000 0.000000000
## 2515 0.000000000 0.000000000
## 2577 0.000000000 0.000000000
## 537 0.000000000 0.000000000
## 960 0.000000000 0.000000000
## 1068 0.212929076 0.000000000
## 12531 0.000000000 0.000000000
## 1301 0.000000000 0.000000000
## 1487 0.000000000 0.184772373
## 1508 0.000000000 0.000000000
## 1735 0.000000000 0.000000000
## 2294 0.000000000 0.000000000
## 805 0.193548387 0.000000000
## 1563 0.000000000 0.087243589
## 1576 0.000000000 0.000000000
## 1578 0.000000000 0.477350427
## 1588 0.000000000 0.000000000
## 1606 0.000000000 0.000000000
## 1644 0.000000000 0.000000000
## 1650 0.000000000 0.000000000
## 1655 0.000000000 0.000000000
## 1679 0.000000000 0.000000000
## 1698 0.000000000 0.000000000
## 1712 0.000000000 0.000000000
## 1722 0.000000000 0.000000000
## 1745 0.000000000 0.000000000
## 2562 0.000000000 0.000000000
## 366 0.102891986 0.000000000
## 389 0.000000000 0.000000000
## 424 0.000000000 0.000000000
## 1627 0.000000000 0.000000000
## 1668 0.000000000 0.000000000
## 2123 0.000000000 0.000000000
## 2146 0.000000000 0.000000000
## 21811 0.000000000 0.000000000
## 231 0.042105263 0.000000000
## 592 0.000000000 0.000000000
## 813 0.294117647 0.000000000
## 1088 0.094118608 0.000000000
## 1449 0.000000000 0.000000000
## 1670 0.000000000 0.000000000
## 1945 0.000000000 0.073715389
## 2306 0.000000000 0.000000000
## 2527 0.000000000 0.000000000
## 340 0.000000000 0.000000000
## 429 0.039656087 0.000000000
## 807 0.075585900 0.000000000
## 9231 0.000000000 0.000000000
## 1867 0.000000000 0.000000000
## 1956 0.141414141 0.000000000
## 2334 0.000000000 0.000000000
## 2450 0.000000000 0.000000000
## 372 0.000000000 0.000000000
## 412 0.000000000 0.000000000
## 775 0.115831843 0.000000000
## 1358 0.000000000 0.000000000
## 1448 0.000000000 0.000000000
## 1899 0.000000000 0.000000000
## 1939 0.000000000 0.000000000
## 2302 0.000000000 0.000000000
## 347 0.000000000 0.000000000
## 743 0.028577684 0.000000000
## 1374 0.000000000 0.000000000
## 1376 0.000000000 0.000000000
## 14871 0.000000000 0.184772373
## 1509 0.000000000 0.000000000
## 1874 0.000000000 0.000000000
## 2270 0.000000000 0.000000000
## 711 0.000000000 0.000000000
## 10421 0.000000000 0.000000000
## 1161 0.000000000 0.000000000
## 1235 0.000000000 0.000000000
## 1300 0.000000000 0.000000000
## 1320 0.000000000 0.000000000
## 2238 0.000000000 0.000000000
## 2569 0.000000000 0.000000000
## 395 0.000000000 0.000000000
## 1429 0.000000000 0.000000000
## 1440 0.000000000 0.000000000
## 1443 0.006289308 0.000000000
## 1474 0.000000000 0.076591535
## 1501 0.000000000 0.000000000
## 1502 0.000000000 0.020049180
## 1504 0.000000000 0.000000000
## 1516 0.000000000 0.000000000
## 1922 0.000000000 0.000000000
## 222 0.000000000 0.000000000
## 4791 0.000000000 0.000000000
## 1254 0.000000000 0.000000000
## 1343 0.000000000 0.000000000
## 1671 0.000000000 0.163545081
## 1705 0.000000000 0.137335366
## 1719 0.000000000 0.000000000
## 1830 0.000000000 0.000000000
## 1172 0.000000000 0.000000000
## 11951 0.000000000 0.000000000
## 1311 0.000000000 0.000000000
## 1313 0.000000000 0.000000000
## 1353 0.000000000 0.000000000
## 1360 0.000000000 0.000000000
## 1895 0.000000000 0.000000000
## 1983 0.000000000 0.000000000
## 2248 0.000000000 0.000000000
## 2357 0.000000000 0.000000000
## 226 0.000000000 0.000000000
## 480 0.000000000 0.000000000
## 845 0.174991263 0.000000000
## 1552 0.000000000 0.000000000
## 1609 0.002341920 0.000000000
## 1703 0.000000000 0.000000000
## 1728 0.000000000 0.402149200
## 2145 0.000000000 0.000000000
## 249 0.133113188 0.000000000
## 251 0.024126984 0.000000000
## 506 0.000000000 0.000000000
## 556 0.017068646 0.000000000
## 1208 0.000000000 0.000000000
## 1283 0.000000000 0.000000000
## 1284 0.000000000 0.006057038
## 2345 0.000000000 0.000000000
## 2565 0.000000000 0.000000000
## 317 0.000000000 0.000000000
## 335 0.000000000 0.000000000
## 663 0.237589565 0.000000000
## 1333 0.000000000 0.000000000
## 1475 0.000000000 0.000000000
## 19961 0.000000000 0.000000000
## 2113 0.000000000 0.000000000
## 2368 0.000000000 0.000000000
## 22 0.000000000 0.000000000
## 63 0.000000000 0.000000000
## 168 0.053593301 0.000000000
## 174 0.000000000 0.000000000
## 673 0.005586081 0.000000000
## 1177 0.000000000 0.000000000
## 1180 0.000000000 0.000000000
## 1260 0.000000000 0.000000000
## 1744 0.000000000 0.000000000
## 1759 0.000000000 0.000000000
## 2222 0.000000000 0.000000000
## 2362 0.011363636 0.000000000
## 2530 0.000000000 0.000000000
## 2600 0.000000000 0.000000000
## 2641 0.000000000 0.000000000
## 7581 0.047531550 0.139406116
## 1178 0.000000000 0.000000000
## 1287 0.000000000 0.000000000
## 1445 0.000000000 0.000000000
## 19561 0.141414141 0.000000000
## 2229 0.000000000 0.000000000
## 2246 0.000000000 0.000000000
## 2312 0.000000000 0.000000000
## 2412 0.000000000 0.000000000
## 173 0.010879000 0.000000000
## 315 0.000000000 0.000000000
## 376 0.000000000 0.000000000
## 1630 0.000000000 0.000000000
## 1646 0.000000000 0.000000000
## 1683 0.000000000 0.089040109
## 1891 0.000000000 0.000000000
## 1930 0.000000000 0.000000000
## 2007 0.000000000 0.000000000
## 2252 0.000000000 0.000000000
## 2471 0.000000000 0.000000000
## 2511 0.107142857 0.000000000
## 152 0.000000000 0.000000000
## 307 0.000000000 0.000000000
## 414 0.000000000 0.000000000
## 1185 0.000000000 0.000000000
## 1331 0.000000000 0.000000000
## 1351 0.000000000 0.000000000
## 1565 0.000000000 0.000000000
## 1718 0.000000000 0.000000000
## 1808 0.000000000 0.000000000
## 2013 0.008049242 0.000000000
## 2031 0.000000000 0.000000000
## 2090 0.000000000 0.000000000
## 598 0.156340940 0.000000000
## 1155 0.000000000 0.000000000
## 13581 0.000000000 0.000000000
## 1533 0.000000000 0.000000000
## 2025 0.000000000 0.000000000
## 2035 0.000000000 0.000000000
## 2307 0.000000000 0.000000000
## 2498 0.006250000 0.000000000
## 5321 0.078179990 0.000000000
## 975 0.073074083 0.000000000
## 1040 0.175549241 0.000000000
## 1214 0.000000000 0.000000000
## 1612 0.000000000 0.000000000
## 2006 0.000000000 0.000000000
## 2338 0.000000000 0.000000000
## 2504 0.000000000 0.000000000
## 2536 0.000000000 0.000000000
## 279 0.000000000 0.000000000
## 351 0.001893939 0.106479937
## 1336 0.000000000 0.000000000
## 13492 0.000000000 0.000000000
## 1356 0.000000000 0.215399392
## 1417 0.000000000 0.000000000
## 15091 0.000000000 0.000000000
## 1542 0.000000000 0.000000000
## 2055 0.000000000 0.000000000
## 2273 0.000000000 0.000000000
## 2499 0.000000000 0.000000000
## 2566 0.000000000 0.000000000
## 51 0.027240854 0.000000000
## 365 0.000000000 0.249983098
## 552 0.000000000 0.014302167
## 630 0.000000000 0.000000000
## 1493 0.000000000 0.000000000
## 1506 0.000000000 0.000000000
## 1514 0.000000000 0.000000000
## 1925 0.000000000 0.358886775
## 2349 0.000000000 0.000000000
## 2413 0.000000000 0.000000000
## 2629 0.000000000 0.000000000
## 48 0.000000000 0.000000000
## 246 0.000000000 0.000000000
## 1428 0.000000000 0.000000000
## 14872 0.000000000 0.184772373
## 1503 0.000000000 0.000000000
## 16981 0.000000000 0.000000000
## 1700 0.000000000 0.000000000
## 2169 0.000000000 0.000000000
## 2178 0.000000000 0.000000000
## 2626 0.000000000 0.000000000
## 3951 0.000000000 0.000000000
## 1270 0.000000000 0.000000000
## 1315 0.000000000 0.000000000
## 1381 0.000000000 0.000000000
## 16531 0.000000000 0.000000000
## 1661 0.000000000 0.000000000
## 2027 0.000000000 0.000000000
## 2128 0.000000000 0.000000000
## 1220 0.000000000 0.000000000
## 1369 0.000000000 0.000000000
## 1392 0.000000000 0.000000000
## 1751 0.000000000 0.000000000
## 1988 0.000000000 0.000000000
## 2153 0.000000000 0.000000000
## 2167 0.025000000 0.000000000
## 2437 0.061327561 0.000000000
## 2454 0.000000000 0.000000000
## 2578 0.000000000 0.000000000
## 1097 0.161522726 0.003554336
## 1209 0.000000000 0.000000000
## 1335 0.000000000 0.000000000
## 1975 0.000000000 0.000000000
## 2187 0.000000000 0.000000000
## 2259 0.000000000 0.000000000
## 2341 0.000000000 0.000000000
## 2453 0.000000000 0.000000000
## 2522 0.000000000 0.000000000
## 574 0.300649250 0.000000000
## 590 0.008888889 0.000000000
## 983 0.000000000 0.100481020
## 1013 0.233674439 0.000000000
## 2076 0.000000000 0.000000000
## 2158 0.000000000 0.000000000
## 2177 0.000000000 0.000000000
## 2324 0.000000000 0.000000000
## 182 0.002962963 0.005656502
## 212 0.003921569 0.000000000
## 333 0.087850189 0.000000000
## 609 0.212844395 0.000000000
## 1162 0.015625000 0.000000000
## 1286 0.000000000 0.000000000
## 1426 0.000000000 0.000000000
## 1611 0.000000000 0.000000000
## 1882 0.000000000 0.000000000
## 1958 0.000000000 0.000000000
## 2038 0.000000000 0.248916483
## 2467 0.000000000 0.000000000
## 756 0.266666667 0.000000000
## 780 0.000000000 0.000000000
## 991 0.000000000 0.000000000
## 1305 0.000000000 0.000000000
## 1373 0.000000000 0.000000000
## 1459 0.000000000 0.000000000
## 1594 0.000000000 0.000000000
## 1860 0.000000000 0.000000000
## 613 0.000000000 0.000000000
## 1108 0.220741619 0.000000000
## 2279 0.000000000 0.000000000
## 2310 0.000000000 0.000000000
## 2333 0.025641026 0.000000000
## 2348 0.052631579 0.000000000
## 2372 0.000000000 0.000000000
## 2526 0.000000000 0.000000000
## 2574 0.000000000 0.000000000
## 111 0.113736926 0.000000000
## 1438 0.034979424 0.000000000
## 15041 0.000000000 0.000000000
## 1811 0.000000000 0.000000000
## 2092 0.000000000 0.000000000
## 2131 0.000000000 0.000000000
## 2410 0.000000000 0.000000000
## 2539 0.000000000 0.000000000
## 1111 0.113736926 0.000000000
## 14381 0.034979424 0.000000000
## 15042 0.000000000 0.000000000
## 18111 0.000000000 0.000000000
## 20921 0.000000000 0.000000000
## 21311 0.000000000 0.000000000
## 24101 0.000000000 0.000000000
## 25391 0.000000000 0.000000000
## 529 0.000000000 0.000000000
## 638 0.000000000 0.000000000
## 951 0.000000000 0.183809524
## 1505 0.000000000 0.000000000
## 1614 0.000000000 0.000000000
## 1927 0.030381383 0.000000000
## 2481 0.000000000 0.000000000
## 2590 0.000000000 0.000000000
## 467 0.000000000 0.000000000
## pitch_type_percentage_2_FS pitch_type_percentage_3_CU
## 479 0.000000000 0.000000000
## 532 0.000000000 0.000000000
## 1032 0.000000000 0.004807692
## 1042 0.000000000 0.000000000
## 1047 0.000000000 0.000000000
## 1964 0.000000000 0.000000000
## 2148 0.000000000 0.000000000
## 2154 0.000000000 0.000000000
## 2192 0.000000000 0.000000000
## 2241 0.000000000 0.000000000
## 447 0.566935773 0.000000000
## 490 0.000000000 0.000000000
## 496 0.000000000 0.047368421
## 923 0.000000000 0.000000000
## 1038 0.000000000 0.302935898
## 1960 0.000000000 0.000000000
## 1984 0.000000000 0.000000000
## 1996 0.000000000 0.000000000
## 2009 0.000000000 0.000000000
## 2051 0.000000000 0.000000000
## 2085 0.055767762 0.000000000
## 342 0.000000000 0.000000000
## 362 0.091136664 0.000000000
## 896 0.000000000 0.055555556
## 1195 0.000000000 0.000000000
## 1389 0.000000000 0.000000000
## 1393 0.000000000 0.000000000
## 1463 0.000000000 0.000000000
## 1767 0.000000000 0.000000000
## 2587 0.000000000 0.000000000
## 2607 0.000000000 0.000000000
## 137 0.000000000 0.100100297
## 258 0.000000000 0.000000000
## 377 0.000000000 0.000000000
## 1581 0.000000000 0.000000000
## 1640 0.000000000 0.000000000
## 2382 0.000000000 0.000000000
## 2503 0.000000000 0.000000000
## 2622 0.000000000 0.000000000
## 69 0.000000000 0.000000000
## 136 0.000000000 0.000000000
## 1101 0.000000000 0.000000000
## 1268 0.000000000 0.000000000
## 1279 0.000000000 0.000000000
## 1308 0.000000000 0.000000000
## 1324 0.000000000 0.000000000
## 1330 0.000000000 0.000000000
## 2104 0.000000000 0.000000000
## 2314 0.000000000 0.000000000
## 2381 0.000000000 0.000000000
## 55 0.000000000 0.073902161
## 1153 0.000000000 0.000000000
## 1439 0.000000000 0.000000000
## 1617 0.000000000 0.000000000
## 1653 0.000000000 0.000000000
## 1737 0.000000000 0.000000000
## 1926 0.000000000 0.000000000
## 2300 0.000000000 0.000000000
## 238 0.000000000 0.115911676
## 1077 0.000000000 0.007025904
## 1159 0.000000000 0.000000000
## 1253 0.000000000 0.000000000
## 1387 0.000000000 0.000000000
## 1450 0.000000000 0.000000000
## 1915 0.000000000 0.000000000
## 2483 0.000000000 0.000000000
## 612 0.000000000 0.081699346
## 1229 0.000000000 0.000000000
## 1231 0.000000000 0.000000000
## 1349 0.000000000 0.000000000
## 1553 0.000000000 0.000000000
## 1660 0.000000000 0.000000000
## 1663 0.000000000 0.000000000
## 1959 0.000000000 0.000000000
## 6121 0.000000000 0.081699346
## 12291 0.000000000 0.000000000
## 12311 0.000000000 0.000000000
## 13491 0.000000000 0.000000000
## 15531 0.000000000 0.000000000
## 16601 0.000000000 0.000000000
## 16631 0.000000000 0.000000000
## 19591 0.000000000 0.000000000
## 476 0.000000000 0.000000000
## 527 0.000000000 0.046016484
## 576 0.000000000 0.000000000
## 2047 0.000000000 0.000000000
## 2118 0.000000000 0.000000000
## 2133 0.000000000 0.000000000
## 2134 0.000000000 0.000000000
## 2139 0.000000000 0.000000000
## 2181 0.000000000 0.000000000
## 2190 0.000000000 0.000000000
## 2205 0.000000000 0.000000000
## 2206 0.000000000 0.000000000
## 758 0.182596867 0.030860558
## 820 0.000000000 0.046160523
## 1535 0.000000000 0.000000000
## 1546 0.000000000 0.000000000
## 1555 0.000000000 0.000000000
## 1618 0.000000000 0.000000000
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## 2467 0.0000000 0.0000000
## 756 0.0000000 0.0000000
## 780 0.0000000 0.0000000
## 991 0.0000000 0.0000000
## 1305 0.0000000 0.0000000
## 1373 0.0000000 0.0000000
## 1459 0.0000000 0.0000000
## 1594 0.0000000 0.0000000
## 1860 0.0000000 0.0000000
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## 1108 0.0000000 0.0000000
## 2279 0.0000000 0.0000000
## 2310 0.0000000 0.0000000
## 2333 0.0000000 0.0000000
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## 2372 0.0000000 0.0000000
## 2526 0.0000000 0.0000000
## 2574 0.0000000 0.0000000
## 111 0.0000000 0.0000000
## 1438 0.0000000 0.0000000
## 15041 0.0000000 0.0000000
## 1811 0.0000000 0.0000000
## 2092 0.0000000 0.0000000
## 2131 0.0000000 0.0000000
## 2410 0.0000000 0.0000000
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## 1111 0.0000000 0.0000000
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## 15042 0.0000000 0.0000000
## 18111 0.0000000 0.0000000
## 20921 0.0000000 0.0000000
## 21311 0.0000000 0.0000000
## 24101 0.0000000 0.0000000
## 25391 0.0000000 0.0000000
## 529 0.0000000 0.0000000
## 638 0.0000000 0.0000000
## 951 0.0000000 0.0000000
## 1505 0.0000000 0.0000000
## 1614 0.0000000 0.0000000
## 1927 0.0000000 0.0000000
## 2481 0.0000000 0.0000000
## 2590 0.0000000 0.0000000
## 467 0.0000000 0.0000000
## pitch_type_percentage_3_SV pitch_type_percentage_3_FS
## 479 0.0000000 0.000000000
## 532 0.0000000 0.000000000
## 1032 0.0000000 0.000000000
## 1042 0.0000000 0.000000000
## 1047 0.0000000 0.000000000
## 1964 0.0000000 0.000000000
## 2148 0.0000000 0.000000000
## 2154 0.0000000 0.000000000
## 2192 0.0000000 0.000000000
## 2241 0.0000000 0.000000000
## 447 0.0000000 0.337511871
## 490 0.0000000 0.000000000
## 496 0.0000000 0.000000000
## 923 0.0000000 0.000000000
## 1038 0.0000000 0.000000000
## 1960 0.0000000 0.000000000
## 1984 0.0000000 0.000000000
## 1996 0.0000000 0.000000000
## 2009 0.0000000 0.000000000
## 2051 0.0000000 0.000000000
## 2085 0.0000000 0.000000000
## 342 0.0000000 0.000000000
## 362 0.0000000 0.072917544
## 896 0.0000000 0.000000000
## 1195 0.0000000 0.000000000
## 1389 0.0000000 0.000000000
## 1393 0.0000000 0.000000000
## 1463 0.0000000 0.000000000
## 1767 0.0000000 0.000000000
## 2587 0.0000000 0.000000000
## 2607 0.0000000 0.000000000
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## 258 0.0000000 0.000000000
## 377 0.0000000 0.000000000
## 1581 0.0000000 0.000000000
## 1640 0.0000000 0.000000000
## 2382 0.0000000 0.000000000
## 2503 0.0000000 0.000000000
## 2622 0.0000000 0.000000000
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## 2381 0.0000000 0.000000000
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## 1439 0.0000000 0.000000000
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## 1077 0.0000000 0.000000000
## 1159 0.0000000 0.000000000
## 1253 0.0000000 0.000000000
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## 1450 0.0000000 0.000000000
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## 1229 0.0000000 0.000000000
## 1231 0.0000000 0.000000000
## 1349 0.0000000 0.000000000
## 1553 0.0000000 0.000000000
## 1660 0.0000000 0.000000000
## 1663 0.0000000 0.000000000
## 1959 0.0000000 0.000000000
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## 12291 0.0000000 0.000000000
## 12311 0.0000000 0.000000000
## 13491 0.0000000 0.000000000
## 15531 0.0000000 0.000000000
## 16601 0.0000000 0.000000000
## 16631 0.0000000 0.000000000
## 19591 0.0000000 0.000000000
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## 576 0.0000000 0.000000000
## 2047 0.0000000 0.000000000
## 2118 0.0000000 0.000000000
## 2133 0.0000000 0.000000000
## 2134 0.0000000 0.000000000
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## 2181 0.0000000 0.000000000
## 2190 0.0000000 0.000000000
## 2205 0.0000000 0.000000000
## 2206 0.0000000 0.000000000
## 758 0.0000000 0.222030117
## 820 0.0000000 0.000000000
## 1535 0.0000000 0.000000000
## 1546 0.0000000 0.000000000
## 1555 0.0000000 0.000000000
## 1618 0.0000000 0.000000000
## 1684 0.0000000 0.000000000
## 1740 0.0000000 0.000000000
## 1746 0.0000000 0.000000000
## 2515 0.0000000 0.000000000
## 2577 0.0000000 0.000000000
## 537 0.0000000 0.000000000
## 960 0.0000000 0.000000000
## 1068 0.0000000 0.000000000
## 12531 0.0000000 0.000000000
## 1301 0.0000000 0.000000000
## 1487 0.0000000 0.000000000
## 1508 0.0000000 0.000000000
## 1735 0.0000000 0.000000000
## 2294 0.0000000 0.000000000
## 805 0.0000000 0.000000000
## 1563 0.0000000 0.000000000
## 1576 0.0000000 0.000000000
## 1578 0.0000000 0.000000000
## 1588 0.0000000 0.000000000
## 1606 0.0000000 0.000000000
## 1644 0.0000000 0.000000000
## 1650 0.0000000 0.000000000
## 1655 0.0000000 0.000000000
## 1679 0.0000000 0.000000000
## 1698 0.0000000 0.000000000
## 1712 0.0000000 0.000000000
## 1722 0.0000000 0.000000000
## 1745 0.0000000 0.000000000
## 2562 0.0000000 0.000000000
## 366 0.0000000 0.000000000
## 389 0.0000000 0.000000000
## 424 0.0000000 0.000000000
## 1627 0.0000000 0.000000000
## 1668 0.0000000 0.000000000
## 2123 0.0000000 0.000000000
## 2146 0.0000000 0.000000000
## 21811 0.0000000 0.000000000
## 231 0.0000000 0.000000000
## 592 0.0000000 0.000000000
## 813 0.0000000 0.000000000
## 1088 0.0000000 0.000000000
## 1449 0.0000000 0.000000000
## 1670 0.0000000 0.000000000
## 1945 0.0000000 0.000000000
## 2306 0.0000000 0.000000000
## 2527 0.0000000 0.000000000
## 340 0.0000000 0.000000000
## 429 0.0000000 0.000000000
## 807 0.0000000 0.000000000
## 9231 0.0000000 0.000000000
## 1867 0.0000000 0.000000000
## 1956 0.0000000 0.000000000
## 2334 0.0000000 0.000000000
## 2450 0.0000000 0.000000000
## 372 0.0000000 0.000000000
## 412 0.1157407 0.000000000
## 775 0.0000000 0.000000000
## 1358 0.0000000 0.000000000
## 1448 0.0000000 0.000000000
## 1899 0.0000000 0.000000000
## 1939 0.0000000 0.000000000
## 2302 0.0000000 0.000000000
## 347 0.0000000 0.000000000
## 743 0.0000000 0.000000000
## 1374 0.0000000 0.000000000
## 1376 0.0000000 0.000000000
## 14871 0.0000000 0.000000000
## 1509 0.0000000 0.000000000
## 1874 0.0000000 0.000000000
## 2270 0.0000000 0.000000000
## 711 0.0000000 0.000000000
## 10421 0.0000000 0.000000000
## 1161 0.0000000 0.000000000
## 1235 0.0000000 0.000000000
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## 1501 0.0000000 0.000000000
## 1502 0.0000000 0.000000000
## 1504 0.0000000 0.000000000
## 1516 0.0000000 0.000000000
## 1922 0.0000000 0.000000000
## 222 0.0000000 0.000000000
## 4791 0.0000000 0.000000000
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## 1343 0.0000000 0.000000000
## 1671 0.0000000 0.000000000
## 1705 0.0000000 0.000000000
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## 1830 0.0000000 0.000000000
## 1172 0.0000000 0.000000000
## 11951 0.0000000 0.000000000
## 1311 0.0000000 0.000000000
## 1313 0.0000000 0.000000000
## 1353 0.0000000 0.000000000
## 1360 0.0000000 0.000000000
## 1895 0.0000000 0.000000000
## 1983 0.0000000 0.000000000
## 2248 0.0000000 0.000000000
## 2357 0.0000000 0.000000000
## 226 0.0000000 0.000000000
## 480 0.0000000 0.000000000
## 845 0.0000000 0.000000000
## 1552 0.0000000 0.000000000
## 1609 0.0000000 0.000000000
## 1703 0.0000000 0.000000000
## 1728 0.0000000 0.000000000
## 2145 0.0000000 0.000000000
## 249 0.0000000 0.000000000
## 251 0.0000000 0.000000000
## 506 0.0000000 0.000000000
## 556 0.0000000 0.000000000
## 1208 0.0000000 0.000000000
## 1283 0.0000000 0.000000000
## 1284 0.0000000 0.000000000
## 2345 0.0000000 0.000000000
## 2565 0.0000000 0.000000000
## 317 0.0000000 0.000000000
## 335 0.0000000 0.000000000
## 663 0.0000000 0.000000000
## 1333 0.0000000 0.000000000
## 1475 0.0000000 0.000000000
## 19961 0.0000000 0.000000000
## 2113 0.0000000 0.000000000
## 2368 0.0000000 0.000000000
## 22 0.0000000 0.000000000
## 63 0.0000000 0.000000000
## 168 0.0000000 0.000000000
## 174 0.0000000 0.000000000
## 673 0.0000000 0.000000000
## 1177 0.0000000 0.000000000
## 1180 0.0000000 0.000000000
## 1260 0.0000000 0.000000000
## 1744 0.0000000 0.000000000
## 1759 0.0000000 0.000000000
## 2222 0.0000000 0.000000000
## 2362 0.0000000 0.000000000
## 2530 0.0000000 0.000000000
## 2600 0.0000000 0.000000000
## 2641 0.0000000 0.000000000
## 7581 0.0000000 0.222030117
## 1178 0.0000000 0.000000000
## 1287 0.0000000 0.000000000
## 1445 0.0000000 0.000000000
## 19561 0.0000000 0.000000000
## 2229 0.0000000 0.000000000
## 2246 0.0000000 0.000000000
## 2312 0.0000000 0.000000000
## 2412 0.0000000 0.000000000
## 173 0.0000000 0.000000000
## 315 0.0000000 0.000000000
## 376 0.0000000 0.000000000
## 1630 0.0000000 0.000000000
## 1646 0.0000000 0.000000000
## 1683 0.0000000 0.000000000
## 1891 0.0000000 0.000000000
## 1930 0.0000000 0.000000000
## 2007 0.0000000 0.000000000
## 2252 0.0000000 0.000000000
## 2471 0.0000000 0.000000000
## 2511 0.0000000 0.000000000
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## 1185 0.0000000 0.000000000
## 1331 0.0000000 0.000000000
## 1351 0.0000000 0.000000000
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## 1718 0.0000000 0.000000000
## 1808 0.0000000 0.000000000
## 2013 0.0000000 0.000000000
## 2031 0.0000000 0.000000000
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## 598 0.0000000 0.000000000
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## 2035 0.0000000 0.000000000
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## 1612 0.0000000 0.000000000
## 2006 0.0000000 0.000000000
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## 2499 0.0000000 0.000000000
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## 552 0.0000000 0.000000000
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## 1751 0.0000000 0.000000000
## 1988 0.0000000 0.000000000
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## 2578 0.0000000 0.000000000
## 1097 0.0000000 0.002777778
## 1209 0.0000000 0.000000000
## 1335 0.0000000 0.000000000
## 1975 0.0000000 0.000000000
## 2187 0.0000000 0.000000000
## 2259 0.0000000 0.000000000
## 2341 0.0000000 0.000000000
## 2453 0.0000000 0.000000000
## 2522 0.0000000 0.000000000
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## 590 0.0000000 0.000000000
## 983 0.0000000 0.225771087
## 1013 0.0000000 0.000000000
## 2076 0.0000000 0.000000000
## 2158 0.0000000 0.000000000
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## 212 0.0000000 0.000000000
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## 2467 0.0000000 0.000000000
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## 991 0.0000000 0.000000000
## 1305 0.0000000 0.000000000
## 1373 0.0000000 0.000000000
## 1459 0.0000000 0.000000000
## 1594 0.0000000 0.000000000
## 1860 0.0000000 0.000000000
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## 1108 0.0000000 0.000000000
## 2279 0.0000000 0.000000000
## 2310 0.0000000 0.000000000
## 2333 0.0000000 0.000000000
## 2348 0.0000000 0.000000000
## 2372 0.0000000 0.000000000
## 2526 0.0000000 0.000000000
## 2574 0.0000000 0.000000000
## 111 0.0000000 0.000000000
## 1438 0.0000000 0.000000000
## 15041 0.0000000 0.000000000
## 1811 0.0000000 0.000000000
## 2092 0.0000000 0.000000000
## 2131 0.0000000 0.000000000
## 2410 0.0000000 0.000000000
## 2539 0.0000000 0.000000000
## 1111 0.0000000 0.000000000
## 14381 0.0000000 0.000000000
## 15042 0.0000000 0.000000000
## 18111 0.0000000 0.000000000
## 20921 0.0000000 0.000000000
## 21311 0.0000000 0.000000000
## 24101 0.0000000 0.000000000
## 25391 0.0000000 0.000000000
## 529 0.0000000 0.000000000
## 638 0.0000000 0.000000000
## 951 0.0000000 0.165013228
## 1505 0.0000000 0.000000000
## 1614 0.0000000 0.000000000
## 1927 0.0000000 0.000000000
## 2481 0.0000000 0.000000000
## 2590 0.0000000 0.000000000
## 467 0.0000000 0.000000000
## pitch_type_percentage_2_ST pitch_type_percentage_3_ST
## 479 0.000000000 0.000000000
## 532 0.000000000 0.000000000
## 1032 0.000000000 0.000000000
## 1042 0.000000000 0.000000000
## 1047 0.000000000 0.000000000
## 1964 0.000000000 0.000000000
## 2148 0.000000000 0.000000000
## 2154 0.000000000 0.000000000
## 2192 0.000000000 0.000000000
## 2241 0.000000000 0.000000000
## 447 0.000000000 0.000000000
## 490 0.000000000 0.000000000
## 496 0.000000000 0.000000000
## 923 0.000000000 0.000000000
## 1038 0.000000000 0.000000000
## 1960 0.000000000 0.000000000
## 1984 0.000000000 0.000000000
## 1996 0.000000000 0.000000000
## 2009 0.000000000 0.000000000
## 2051 0.000000000 0.000000000
## 2085 0.027883881 0.000000000
## 342 0.000000000 0.000000000
## 362 0.035753269 0.031844123
## 896 0.000000000 0.000000000
## 1195 0.000000000 0.000000000
## 1389 0.000000000 0.000000000
## 1393 0.000000000 0.000000000
## 1463 0.000000000 0.000000000
## 1767 0.000000000 0.000000000
## 2587 0.000000000 0.000000000
## 2607 0.000000000 0.000000000
## 137 0.000000000 0.000000000
## 258 0.000000000 0.000000000
## 377 0.000000000 0.000000000
## 1581 0.000000000 0.000000000
## 1640 0.000000000 0.000000000
## 2382 0.000000000 0.000000000
## 2503 0.000000000 0.000000000
## 2622 0.000000000 0.000000000
## 69 0.000000000 0.000000000
## 136 0.000000000 0.000000000
## 1101 0.000000000 0.000000000
## 1268 0.000000000 0.000000000
## 1279 0.000000000 0.000000000
## 1308 0.000000000 0.000000000
## 1324 0.000000000 0.000000000
## 1330 0.000000000 0.000000000
## 2104 0.000000000 0.000000000
## 2314 0.000000000 0.000000000
## 2381 0.000000000 0.000000000
## 55 0.000000000 0.000000000
## 1153 0.000000000 0.000000000
## 1439 0.000000000 0.000000000
## 1617 0.000000000 0.000000000
## 1653 0.000000000 0.000000000
## 1737 0.000000000 0.000000000
## 1926 0.000000000 0.000000000
## 2300 0.000000000 0.000000000
## 238 0.151160897 0.170926369
## 1077 0.000000000 0.000000000
## 1159 0.000000000 0.000000000
## 1253 0.000000000 0.000000000
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## 1450 0.000000000 0.000000000
## 1915 0.000000000 0.000000000
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## 1229 0.000000000 0.000000000
## 1231 0.000000000 0.000000000
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## 1553 0.000000000 0.000000000
## 1660 0.000000000 0.000000000
## 1663 0.000000000 0.000000000
## 1959 0.000000000 0.000000000
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## 12291 0.000000000 0.000000000
## 12311 0.000000000 0.000000000
## 13491 0.000000000 0.000000000
## 15531 0.000000000 0.000000000
## 16601 0.000000000 0.000000000
## 16631 0.000000000 0.000000000
## 19591 0.000000000 0.000000000
## 476 0.000000000 0.000000000
## 527 0.000000000 0.000000000
## 576 0.000000000 0.000000000
## 2047 0.000000000 0.000000000
## 2118 0.000000000 0.000000000
## 2133 0.000000000 0.000000000
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## 2139 0.000000000 0.000000000
## 2181 0.000000000 0.000000000
## 2190 0.000000000 0.000000000
## 2205 0.000000000 0.000000000
## 2206 0.009627329 0.000000000
## 758 0.214142988 0.178359269
## 820 0.000000000 0.000000000
## 1535 0.000000000 0.000000000
## 1546 0.000000000 0.000000000
## 1555 0.000000000 0.000000000
## 1618 0.000000000 0.000000000
## 1684 0.000000000 0.000000000
## 1740 0.000000000 0.000000000
## 1746 0.000000000 0.000000000
## 2515 0.000000000 0.000000000
## 2577 0.000000000 0.000000000
## 537 0.000000000 0.000000000
## 960 0.000000000 0.000000000
## 1068 0.000000000 0.000000000
## 12531 0.000000000 0.000000000
## 1301 0.000000000 0.000000000
## 1487 0.000000000 0.000000000
## 1508 0.000000000 0.000000000
## 1735 0.000000000 0.000000000
## 2294 0.000000000 0.000000000
## 805 0.000000000 0.000000000
## 1563 0.000000000 0.000000000
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## 1578 0.000000000 0.000000000
## 1588 0.000000000 0.000000000
## 1606 0.000000000 0.000000000
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## 1650 0.000000000 0.000000000
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## 1745 0.000000000 0.000000000
## 2562 0.014285714 0.000000000
## 366 0.032848964 0.005747126
## 389 0.000000000 0.000000000
## 424 0.000000000 0.000000000
## 1627 0.000000000 0.000000000
## 1668 0.000000000 0.000000000
## 2123 0.000000000 0.000000000
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## 21811 0.000000000 0.000000000
## 231 0.000000000 0.000000000
## 592 0.000000000 0.000000000
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## 1088 0.000000000 0.000000000
## 1449 0.000000000 0.000000000
## 1670 0.000000000 0.000000000
## 1945 0.000000000 0.000000000
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## 2527 0.000000000 0.000000000
## 340 0.000000000 0.000000000
## 429 0.000000000 0.000000000
## 807 0.000000000 0.000000000
## 9231 0.000000000 0.000000000
## 1867 0.000000000 0.000000000
## 1956 0.262626263 0.000000000
## 2334 0.000000000 0.000000000
## 2450 0.000000000 0.000000000
## 372 0.000000000 0.000000000
## 412 0.000000000 0.000000000
## 775 0.000000000 0.000000000
## 1358 0.000000000 0.000000000
## 1448 0.000000000 0.000000000
## 1899 0.000000000 0.000000000
## 1939 0.000000000 0.000000000
## 2302 0.000000000 0.000000000
## 347 0.000000000 0.000000000
## 743 0.000000000 0.000000000
## 1374 0.000000000 0.000000000
## 1376 0.000000000 0.000000000
## 14871 0.000000000 0.000000000
## 1509 0.000000000 0.000000000
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## 2270 0.000000000 0.000000000
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## 10421 0.000000000 0.000000000
## 1161 0.000000000 0.000000000
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## 2238 0.000000000 0.000000000
## 2569 0.005464481 0.000000000
## 395 0.000000000 0.000000000
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## 1501 0.000000000 0.000000000
## 1502 0.000000000 0.000000000
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## 1516 0.000000000 0.000000000
## 1922 0.000000000 0.000000000
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## 4791 0.000000000 0.000000000
## 1254 0.000000000 0.000000000
## 1343 0.000000000 0.000000000
## 1671 0.000000000 0.000000000
## 1705 0.000000000 0.000000000
## 1719 0.000000000 0.000000000
## 1830 0.000000000 0.000000000
## 1172 0.000000000 0.000000000
## 11951 0.000000000 0.000000000
## 1311 0.000000000 0.000000000
## 1313 0.000000000 0.000000000
## 1353 0.000000000 0.000000000
## 1360 0.000000000 0.000000000
## 1895 0.000000000 0.000000000
## 1983 0.000000000 0.000000000
## 2248 0.114583333 0.000000000
## 2357 0.000000000 0.000000000
## 226 0.000000000 0.000000000
## 480 0.000000000 0.000000000
## 845 0.000000000 0.000000000
## 1552 0.000000000 0.000000000
## 1609 0.000000000 0.000000000
## 1703 0.000000000 0.000000000
## 1728 0.000000000 0.000000000
## 2145 0.000000000 0.000000000
## 249 0.000000000 0.000000000
## 251 0.000000000 0.000000000
## 506 0.000000000 0.000000000
## 556 0.000000000 0.000000000
## 1208 0.000000000 0.000000000
## 1283 0.000000000 0.000000000
## 1284 0.000000000 0.000000000
## 2345 0.000000000 0.000000000
## 2565 0.000000000 0.000000000
## 317 0.350291334 0.226139547
## 335 0.000000000 0.000000000
## 663 0.000000000 0.000000000
## 1333 0.000000000 0.000000000
## 1475 0.000000000 0.000000000
## 19961 0.000000000 0.000000000
## 2113 0.000000000 0.000000000
## 2368 0.000000000 0.000000000
## 22 0.000000000 0.000000000
## 63 0.000000000 0.000000000
## 168 0.000000000 0.000000000
## 174 0.000000000 0.000000000
## 673 0.000000000 0.000000000
## 1177 0.000000000 0.000000000
## 1180 0.000000000 0.000000000
## 1260 0.000000000 0.000000000
## 1744 0.000000000 0.000000000
## 1759 0.000000000 0.000000000
## 2222 0.000000000 0.000000000
## 2362 0.000000000 0.000000000
## 2530 0.000000000 0.000000000
## 2600 0.000000000 0.000000000
## 2641 0.000000000 0.000000000
## 7581 0.214142988 0.178359269
## 1178 0.000000000 0.000000000
## 1287 0.000000000 0.000000000
## 1445 0.000000000 0.000000000
## 19561 0.262626263 0.000000000
## 2229 0.000000000 0.000000000
## 2246 0.000000000 0.000000000
## 2312 0.000000000 0.000000000
## 2412 0.000000000 0.000000000
## 173 0.012108844 0.000000000
## 315 0.000000000 0.000000000
## 376 0.000000000 0.000000000
## 1630 0.000000000 0.000000000
## 1646 0.000000000 0.000000000
## 1683 0.000000000 0.000000000
## 1891 0.000000000 0.000000000
## 1930 0.000000000 0.000000000
## 2007 0.000000000 0.000000000
## 2252 0.000000000 0.000000000
## 2471 0.000000000 0.000000000
## 2511 0.000000000 0.000000000
## 152 0.000000000 0.000000000
## 307 0.000000000 0.000000000
## 414 0.000000000 0.000000000
## 1185 0.000000000 0.000000000
## 1331 0.000000000 0.000000000
## 1351 0.000000000 0.000000000
## 1565 0.000000000 0.000000000
## 1718 0.000000000 0.000000000
## 1808 0.000000000 0.000000000
## 2013 0.000000000 0.000000000
## 2031 0.000000000 0.000000000
## 2090 0.000000000 0.000000000
## 598 0.000000000 0.000000000
## 1155 0.000000000 0.000000000
## 13581 0.000000000 0.000000000
## 1533 0.000000000 0.000000000
## 2025 0.000000000 0.000000000
## 2035 0.000000000 0.000000000
## 2307 0.000000000 0.000000000
## 2498 0.000000000 0.000000000
## 5321 0.000000000 0.000000000
## 975 0.000000000 0.000000000
## 1040 0.000000000 0.000000000
## 1214 0.000000000 0.000000000
## 1612 0.000000000 0.000000000
## 2006 0.000000000 0.000000000
## 2338 0.000000000 0.000000000
## 2504 0.000000000 0.000000000
## 2536 0.000000000 0.000000000
## 279 0.000000000 0.000000000
## 351 0.000000000 0.000000000
## 1336 0.000000000 0.000000000
## 13492 0.000000000 0.000000000
## 1356 0.000000000 0.000000000
## 1417 0.000000000 0.000000000
## 15091 0.000000000 0.000000000
## 1542 0.000000000 0.000000000
## 2055 0.000000000 0.000000000
## 2273 0.000000000 0.000000000
## 2499 0.000000000 0.000000000
## 2566 0.000000000 0.000000000
## 51 0.000000000 0.000000000
## 365 0.000000000 0.000000000
## 552 0.000000000 0.000000000
## 630 0.000000000 0.000000000
## 1493 0.000000000 0.000000000
## 1506 0.000000000 0.000000000
## 1514 0.000000000 0.000000000
## 1925 0.000000000 0.000000000
## 2349 0.000000000 0.000000000
## 2413 0.000000000 0.000000000
## 2629 0.000000000 0.000000000
## 48 0.000000000 0.000000000
## 246 0.000000000 0.000000000
## 1428 0.000000000 0.000000000
## 14872 0.000000000 0.000000000
## 1503 0.000000000 0.000000000
## 16981 0.000000000 0.000000000
## 1700 0.000000000 0.000000000
## 2169 0.000000000 0.000000000
## 2178 0.000000000 0.000000000
## 2626 0.000000000 0.000000000
## 3951 0.000000000 0.000000000
## 1270 0.000000000 0.000000000
## 1315 0.000000000 0.000000000
## 1381 0.000000000 0.000000000
## 16531 0.000000000 0.000000000
## 1661 0.000000000 0.000000000
## 2027 0.000000000 0.000000000
## 2128 0.000000000 0.000000000
## 1220 0.000000000 0.000000000
## 1369 0.000000000 0.000000000
## 1392 0.000000000 0.000000000
## 1751 0.000000000 0.000000000
## 1988 0.000000000 0.000000000
## 2153 0.000000000 0.000000000
## 2167 0.000000000 0.000000000
## 2437 0.000000000 0.000000000
## 2454 0.000000000 0.000000000
## 2578 0.000000000 0.000000000
## 1097 0.000000000 0.000000000
## 1209 0.000000000 0.000000000
## 1335 0.000000000 0.000000000
## 1975 0.000000000 0.000000000
## 2187 0.000000000 0.000000000
## 2259 0.000000000 0.000000000
## 2341 0.000000000 0.000000000
## 2453 0.000000000 0.000000000
## 2522 0.000000000 0.000000000
## 574 0.000000000 0.000000000
## 590 0.000000000 0.000000000
## 983 0.000000000 0.000000000
## 1013 0.000000000 0.000000000
## 2076 0.000000000 0.000000000
## 2158 0.000000000 0.000000000
## 2177 0.000000000 0.000000000
## 2324 0.000000000 0.000000000
## 182 0.000000000 0.000000000
## 212 0.000000000 0.000000000
## 333 0.000000000 0.000000000
## 609 0.000000000 0.000000000
## 1162 0.000000000 0.000000000
## 1286 0.000000000 0.000000000
## 1426 0.000000000 0.000000000
## 1611 0.000000000 0.000000000
## 1882 0.000000000 0.000000000
## 1958 0.000000000 0.000000000
## 2038 0.000000000 0.000000000
## 2467 0.000000000 0.000000000
## 756 0.000000000 0.000000000
## 780 0.000000000 0.000000000
## 991 0.006456187 0.004310345
## 1305 0.000000000 0.000000000
## 1373 0.000000000 0.000000000
## 1459 0.000000000 0.000000000
## 1594 0.000000000 0.000000000
## 1860 0.000000000 0.000000000
## 613 0.000000000 0.000000000
## 1108 0.045153312 0.073138460
## 2279 0.000000000 0.000000000
## 2310 0.000000000 0.000000000
## 2333 0.000000000 0.000000000
## 2348 0.000000000 0.000000000
## 2372 0.000000000 0.000000000
## 2526 0.000000000 0.000000000
## 2574 0.000000000 0.000000000
## 111 0.000000000 0.000000000
## 1438 0.000000000 0.000000000
## 15041 0.000000000 0.000000000
## 1811 0.000000000 0.000000000
## 2092 0.000000000 0.000000000
## 2131 0.000000000 0.000000000
## 2410 0.000000000 0.000000000
## 2539 0.000000000 0.000000000
## 1111 0.000000000 0.000000000
## 14381 0.000000000 0.000000000
## 15042 0.000000000 0.000000000
## 18111 0.000000000 0.000000000
## 20921 0.000000000 0.000000000
## 21311 0.000000000 0.000000000
## 24101 0.000000000 0.000000000
## 25391 0.000000000 0.000000000
## 529 0.000000000 0.000000000
## 638 0.000000000 0.000000000
## 951 0.000000000 0.000000000
## 1505 0.000000000 0.000000000
## 1614 0.000000000 0.000000000
## 1927 0.000000000 0.000000000
## 2481 0.025000000 0.000000000
## 2590 0.000000000 0.000000000
## 467 0.000000000 0.000000000
## pitch_type_percentage_4_FF pitch_type_percentage_4_KC
## 479 0.000000000 0.000000000
## 532 0.000000000 0.000000000
## 1032 0.000000000 0.000000000
## 1042 0.000000000 0.000000000
## 1047 0.000000000 0.000000000
## 1964 0.000000000 0.000000000
## 2148 0.000000000 0.000000000
## 2154 0.000000000 0.000000000
## 2192 0.000000000 0.000000000
## 2241 0.000000000 0.000000000
## 447 0.000000000 0.000000000
## 490 0.000000000 0.000000000
## 496 0.000000000 0.000000000
## 923 0.000000000 0.000000000
## 1038 0.012043512 0.000000000
## 1960 0.000000000 0.000000000
## 1984 0.000000000 0.000000000
## 1996 0.000000000 0.000000000
## 2009 0.000000000 0.000000000
## 2051 0.000000000 0.000000000
## 2085 0.000000000 0.000000000
## 342 0.000000000 0.000000000
## 362 0.000000000 0.000000000
## 896 0.100000000 0.000000000
## 1195 0.000000000 0.000000000
## 1389 0.000000000 0.000000000
## 1393 0.000000000 0.000000000
## 1463 0.000000000 0.000000000
## 1767 0.000000000 0.000000000
## 2587 0.000000000 0.000000000
## 2607 0.000000000 0.000000000
## 137 0.035714286 0.000000000
## 258 0.000000000 0.000000000
## 377 0.000000000 0.000000000
## 1581 0.000000000 0.000000000
## 1640 0.000000000 0.000000000
## 2382 0.000000000 0.000000000
## 2503 0.000000000 0.000000000
## 2622 0.000000000 0.000000000
## 69 0.000000000 0.000000000
## 136 0.000000000 0.000000000
## 1101 0.007812500 0.000000000
## 1268 0.000000000 0.000000000
## 1279 0.000000000 0.000000000
## 1308 0.000000000 0.000000000
## 1324 0.000000000 0.000000000
## 1330 0.000000000 0.000000000
## 2104 0.000000000 0.000000000
## 2314 0.000000000 0.000000000
## 2381 0.000000000 0.000000000
## 55 0.005681818 0.000000000
## 1153 0.000000000 0.000000000
## 1439 0.000000000 0.000000000
## 1617 0.000000000 0.000000000
## 1653 0.000000000 0.000000000
## 1737 0.000000000 0.000000000
## 1926 0.000000000 0.000000000
## 2300 0.000000000 0.000000000
## 238 0.000000000 0.000000000
## 1077 0.025000000 0.000000000
## 1159 0.000000000 0.000000000
## 1253 0.000000000 0.000000000
## 1387 0.000000000 0.000000000
## 1450 0.000000000 0.000000000
## 1915 0.000000000 0.000000000
## 2483 0.000000000 0.000000000
## 612 0.000000000 0.000000000
## 1229 0.000000000 0.000000000
## 1231 0.000000000 0.000000000
## 1349 0.000000000 0.000000000
## 1553 0.000000000 0.000000000
## 1660 0.000000000 0.000000000
## 1663 0.000000000 0.000000000
## 1959 0.000000000 0.000000000
## 6121 0.000000000 0.000000000
## 12291 0.000000000 0.000000000
## 12311 0.000000000 0.000000000
## 13491 0.000000000 0.000000000
## 15531 0.000000000 0.000000000
## 16601 0.000000000 0.000000000
## 16631 0.000000000 0.000000000
## 19591 0.000000000 0.000000000
## 476 0.000000000 0.000000000
## 527 0.000000000 0.000000000
## 576 0.000000000 0.000000000
## 2047 0.000000000 0.000000000
## 2118 0.000000000 0.000000000
## 2133 0.000000000 0.000000000
## 2134 0.000000000 0.000000000
## 2139 0.000000000 0.000000000
## 2181 0.000000000 0.000000000
## 2190 0.000000000 0.000000000
## 2205 0.000000000 0.000000000
## 2206 0.000000000 0.000000000
## 758 0.043478261 0.000000000
## 820 0.000000000 0.000000000
## 1535 0.000000000 0.000000000
## 1546 0.000000000 0.000000000
## 1555 0.000000000 0.000000000
## 1618 0.000000000 0.000000000
## 1684 0.000000000 0.000000000
## 1740 0.000000000 0.000000000
## 1746 0.000000000 0.000000000
## 2515 0.000000000 0.000000000
## 2577 0.000000000 0.000000000
## 537 0.000000000 0.000000000
## 960 0.079953380 0.015773116
## 1068 0.000000000 0.000000000
## 12531 0.000000000 0.000000000
## 1301 0.000000000 0.000000000
## 1487 0.000000000 0.000000000
## 1508 0.000000000 0.000000000
## 1735 0.000000000 0.000000000
## 2294 0.000000000 0.000000000
## 805 0.000000000 0.000000000
## 1563 0.000000000 0.000000000
## 1576 0.000000000 0.000000000
## 1578 0.000000000 0.000000000
## 1588 0.000000000 0.000000000
## 1606 0.000000000 0.000000000
## 1644 0.000000000 0.000000000
## 1650 0.000000000 0.000000000
## 1655 0.000000000 0.000000000
## 1679 0.000000000 0.000000000
## 1698 0.000000000 0.000000000
## 1712 0.000000000 0.000000000
## 1722 0.000000000 0.000000000
## 1745 0.000000000 0.000000000
## 2562 0.000000000 0.000000000
## 366 0.041379310 0.000000000
## 389 0.000000000 0.000000000
## 424 0.000000000 0.000000000
## 1627 0.000000000 0.000000000
## 1668 0.000000000 0.000000000
## 2123 0.000000000 0.000000000
## 2146 0.000000000 0.000000000
## 21811 0.000000000 0.000000000
## 231 0.000000000 0.000000000
## 592 0.000000000 0.000000000
## 813 0.000000000 0.000000000
## 1088 0.000000000 0.000000000
## 1449 0.000000000 0.000000000
## 1670 0.000000000 0.000000000
## 1945 0.000000000 0.000000000
## 2306 0.000000000 0.000000000
## 2527 0.000000000 0.000000000
## 340 0.000000000 0.000000000
## 429 0.007812500 0.000000000
## 807 0.000000000 0.000000000
## 9231 0.000000000 0.000000000
## 1867 0.000000000 0.000000000
## 1956 0.000000000 0.000000000
## 2334 0.000000000 0.000000000
## 2450 0.000000000 0.000000000
## 372 0.060919540 0.006896552
## 412 0.000000000 0.000000000
## 775 0.000000000 0.000000000
## 1358 0.000000000 0.000000000
## 1448 0.000000000 0.000000000
## 1899 0.000000000 0.000000000
## 1939 0.000000000 0.000000000
## 2302 0.000000000 0.000000000
## 347 0.000000000 0.000000000
## 743 0.012340601 0.000000000
## 1374 0.000000000 0.000000000
## 1376 0.000000000 0.000000000
## 14871 0.000000000 0.000000000
## 1509 0.000000000 0.000000000
## 1874 0.000000000 0.000000000
## 2270 0.000000000 0.000000000
## 711 0.034901961 0.005294118
## 10421 0.000000000 0.000000000
## 1161 0.000000000 0.000000000
## 1235 0.000000000 0.000000000
## 1300 0.000000000 0.000000000
## 1320 0.000000000 0.000000000
## 2238 0.000000000 0.000000000
## 2569 0.000000000 0.000000000
## 395 0.000000000 0.000000000
## 1429 0.000000000 0.000000000
## 1440 0.000000000 0.000000000
## 1443 0.000000000 0.000000000
## 1474 0.000000000 0.000000000
## 1501 0.000000000 0.000000000
## 1502 0.000000000 0.000000000
## 1504 0.000000000 0.000000000
## 1516 0.000000000 0.000000000
## 1922 0.000000000 0.000000000
## 222 0.000000000 0.000000000
## 4791 0.000000000 0.000000000
## 1254 0.000000000 0.000000000
## 1343 0.000000000 0.000000000
## 1671 0.000000000 0.000000000
## 1705 0.000000000 0.000000000
## 1719 0.000000000 0.000000000
## 1830 0.000000000 0.000000000
## 1172 0.000000000 0.000000000
## 11951 0.000000000 0.000000000
## 1311 0.000000000 0.000000000
## 1313 0.000000000 0.000000000
## 1353 0.000000000 0.000000000
## 1360 0.000000000 0.000000000
## 1895 0.000000000 0.000000000
## 1983 0.000000000 0.000000000
## 2248 0.000000000 0.000000000
## 2357 0.000000000 0.000000000
## 226 0.000000000 0.000000000
## 480 0.050420168 0.000000000
## 845 0.000000000 0.000000000
## 1552 0.000000000 0.000000000
## 1609 0.000000000 0.000000000
## 1703 0.000000000 0.000000000
## 1728 0.000000000 0.000000000
## 2145 0.000000000 0.000000000
## 249 0.000000000 0.000000000
## 251 0.000000000 0.000000000
## 506 0.000000000 0.000000000
## 556 0.000000000 0.000000000
## 1208 0.000000000 0.000000000
## 1283 0.000000000 0.000000000
## 1284 0.000000000 0.000000000
## 2345 0.000000000 0.000000000
## 2565 0.000000000 0.000000000
## 317 0.000000000 0.000000000
## 335 0.000000000 0.000000000
## 663 0.022727273 0.000000000
## 1333 0.000000000 0.000000000
## 1475 0.000000000 0.000000000
## 19961 0.000000000 0.000000000
## 2113 0.000000000 0.000000000
## 2368 0.000000000 0.000000000
## 22 0.000000000 0.000000000
## 63 0.000000000 0.000000000
## 168 0.000000000 0.000000000
## 174 0.000000000 0.000000000
## 673 0.000000000 0.000000000
## 1177 0.000000000 0.000000000
## 1180 0.000000000 0.000000000
## 1260 0.000000000 0.000000000
## 1744 0.000000000 0.000000000
## 1759 0.000000000 0.000000000
## 2222 0.000000000 0.000000000
## 2362 0.000000000 0.000000000
## 2530 0.000000000 0.000000000
## 2600 0.000000000 0.000000000
## 2641 0.000000000 0.000000000
## 7581 0.043478261 0.000000000
## 1178 0.000000000 0.000000000
## 1287 0.000000000 0.000000000
## 1445 0.000000000 0.000000000
## 19561 0.000000000 0.000000000
## 2229 0.000000000 0.000000000
## 2246 0.000000000 0.000000000
## 2312 0.000000000 0.000000000
## 2412 0.000000000 0.000000000
## 173 0.000000000 0.000000000
## 315 0.000000000 0.000000000
## 376 0.000000000 0.000000000
## 1630 0.000000000 0.000000000
## 1646 0.000000000 0.000000000
## 1683 0.000000000 0.000000000
## 1891 0.000000000 0.000000000
## 1930 0.000000000 0.000000000
## 2007 0.000000000 0.000000000
## 2252 0.000000000 0.000000000
## 2471 0.000000000 0.000000000
## 2511 0.000000000 0.000000000
## 152 0.000000000 0.000000000
## 307 0.000000000 0.000000000
## 414 0.000000000 0.000000000
## 1185 0.000000000 0.000000000
## 1331 0.000000000 0.000000000
## 1351 0.000000000 0.000000000
## 1565 0.000000000 0.000000000
## 1718 0.000000000 0.000000000
## 1808 0.000000000 0.000000000
## 2013 0.000000000 0.000000000
## 2031 0.000000000 0.000000000
## 2090 0.000000000 0.000000000
## 598 0.000000000 0.000000000
## 1155 0.000000000 0.000000000
## 13581 0.000000000 0.000000000
## 1533 0.000000000 0.000000000
## 2025 0.000000000 0.000000000
## 2035 0.000000000 0.000000000
## 2307 0.000000000 0.000000000
## 2498 0.000000000 0.000000000
## 5321 0.000000000 0.000000000
## 975 0.012820513 0.000000000
## 1040 0.000000000 0.000000000
## 1214 0.000000000 0.000000000
## 1612 0.000000000 0.000000000
## 2006 0.000000000 0.000000000
## 2338 0.000000000 0.000000000
## 2504 0.000000000 0.000000000
## 2536 0.000000000 0.000000000
## 279 0.000000000 0.000000000
## 351 0.000000000 0.000000000
## 1336 0.000000000 0.000000000
## 13492 0.000000000 0.000000000
## 1356 0.000000000 0.000000000
## 1417 0.000000000 0.000000000
## 15091 0.000000000 0.000000000
## 1542 0.000000000 0.000000000
## 2055 0.000000000 0.000000000
## 2273 0.000000000 0.000000000
## 2499 0.000000000 0.000000000
## 2566 0.000000000 0.000000000
## 51 0.000000000 0.000000000
## 365 0.000000000 0.000000000
## 552 0.000000000 0.000000000
## 630 0.000000000 0.000000000
## 1493 0.000000000 0.000000000
## 1506 0.000000000 0.000000000
## 1514 0.000000000 0.000000000
## 1925 0.000000000 0.000000000
## 2349 0.000000000 0.000000000
## 2413 0.000000000 0.000000000
## 2629 0.000000000 0.000000000
## 48 0.000000000 0.000000000
## 246 0.000000000 0.000000000
## 1428 0.000000000 0.000000000
## 14872 0.000000000 0.000000000
## 1503 0.000000000 0.000000000
## 16981 0.000000000 0.000000000
## 1700 0.000000000 0.000000000
## 2169 0.000000000 0.000000000
## 2178 0.000000000 0.000000000
## 2626 0.000000000 0.000000000
## 3951 0.000000000 0.000000000
## 1270 0.000000000 0.000000000
## 1315 0.000000000 0.000000000
## 1381 0.000000000 0.000000000
## 16531 0.000000000 0.000000000
## 1661 0.000000000 0.000000000
## 2027 0.000000000 0.000000000
## 2128 0.000000000 0.000000000
## 1220 0.000000000 0.000000000
## 1369 0.000000000 0.000000000
## 1392 0.000000000 0.000000000
## 1751 0.000000000 0.000000000
## 1988 0.000000000 0.000000000
## 2153 0.000000000 0.000000000
## 2167 0.000000000 0.000000000
## 2437 0.000000000 0.000000000
## 2454 0.000000000 0.000000000
## 2578 0.000000000 0.000000000
## 1097 0.013888889 0.000000000
## 1209 0.000000000 0.000000000
## 1335 0.000000000 0.000000000
## 1975 0.000000000 0.000000000
## 2187 0.000000000 0.000000000
## 2259 0.000000000 0.000000000
## 2341 0.000000000 0.000000000
## 2453 0.000000000 0.000000000
## 2522 0.000000000 0.000000000
## 574 0.000000000 0.000000000
## 590 0.000000000 0.000000000
## 983 0.027083333 0.000000000
## 1013 0.024009324 0.000000000
## 2076 0.000000000 0.000000000
## 2158 0.000000000 0.000000000
## 2177 0.000000000 0.000000000
## 2324 0.000000000 0.000000000
## 182 0.000000000 0.000000000
## 212 0.000000000 0.000000000
## 333 0.000000000 0.000000000
## 609 0.061224490 0.000000000
## 1162 0.000000000 0.000000000
## 1286 0.000000000 0.000000000
## 1426 0.000000000 0.000000000
## 1611 0.000000000 0.000000000
## 1882 0.000000000 0.000000000
## 1958 0.000000000 0.000000000
## 2038 0.000000000 0.000000000
## 2467 0.000000000 0.000000000
## 756 0.000000000 0.000000000
## 780 0.000000000 0.000000000
## 991 0.000000000 0.000000000
## 1305 0.000000000 0.000000000
## 1373 0.000000000 0.000000000
## 1459 0.000000000 0.000000000
## 1594 0.000000000 0.000000000
## 1860 0.000000000 0.000000000
## 613 0.000000000 0.000000000
## 1108 0.014285714 0.000000000
## 2279 0.000000000 0.000000000
## 2310 0.000000000 0.000000000
## 2333 0.000000000 0.000000000
## 2348 0.000000000 0.000000000
## 2372 0.000000000 0.000000000
## 2526 0.000000000 0.000000000
## 2574 0.000000000 0.000000000
## 111 0.000000000 0.000000000
## 1438 0.000000000 0.000000000
## 15041 0.000000000 0.000000000
## 1811 0.000000000 0.000000000
## 2092 0.000000000 0.000000000
## 2131 0.000000000 0.000000000
## 2410 0.000000000 0.000000000
## 2539 0.000000000 0.000000000
## 1111 0.000000000 0.000000000
## 14381 0.000000000 0.000000000
## 15042 0.000000000 0.000000000
## 18111 0.000000000 0.000000000
## 20921 0.000000000 0.000000000
## 21311 0.000000000 0.000000000
## 24101 0.000000000 0.000000000
## 25391 0.000000000 0.000000000
## 529 0.000000000 0.000000000
## 638 0.000000000 0.000000000
## 951 0.000000000 0.000000000
## 1505 0.000000000 0.000000000
## 1614 0.000000000 0.000000000
## 1927 0.000000000 0.000000000
## 2481 0.000000000 0.000000000
## 2590 0.000000000 0.000000000
## 467 0.000000000 0.000000000
## pitch_type_percentage_4_SL pitch_type_percentage_1_NA
## 479 0.000000000 0.0000000000
## 532 0.000000000 0.0000000000
## 1032 0.019631410 0.0000000000
## 1042 0.000000000 0.0000000000
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## 1565 0.000000000 0.0000000000
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## 1808 0.000000000 0.0000000000
## 2013 0.000000000 0.0000000000
## 2031 0.000000000 0.0000000000
## 2090 0.000000000 0.0000000000
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## 2522 0.000000000 0.0000000000
## 574 0.000000000 0.0000000000
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## 983 0.000000000 0.0000000000
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## 2076 0.000000000 0.0000000000
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## 2177 0.000000000 0.0000000000
## 2324 0.000000000 0.0000000000
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## 1611 0.000000000 0.0000000000
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## 1459 0.000000000 0.0000000000
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## 1860 0.000000000 0.0000000000
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## 1108 0.066666667 0.0000000000
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## 2333 0.000000000 0.0000000000
## 2348 0.000000000 0.0000000000
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## 2526 0.000000000 0.0000000000
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## 1438 0.000000000 0.0000000000
## 15041 0.000000000 0.0000000000
## 1811 0.000000000 0.0000000000
## 2092 0.000000000 0.0000000000
## 2131 0.000000000 0.0000000000
## 2410 0.000000000 0.0000000000
## 2539 0.000000000 0.0000000000
## 1111 0.000000000 0.0000000000
## 14381 0.000000000 0.0000000000
## 15042 0.000000000 0.0000000000
## 18111 0.000000000 0.0000000000
## 20921 0.000000000 0.0000000000
## 21311 0.000000000 0.0000000000
## 24101 0.000000000 0.0000000000
## 25391 0.000000000 0.0000000000
## 529 0.000000000 0.0000000000
## 638 0.000000000 0.0000000000
## 951 0.000000000 0.0000000000
## 1505 0.000000000 0.0000000000
## 1614 0.000000000 0.0000000000
## 1927 0.000000000 0.0000000000
## 2481 0.000000000 0.0000000000
## 2590 0.000000000 0.0000000000
## 467 0.000000000 0.0000000000
## pitch_type_percentage_4_CU pitch_type_percentage_4_SI
## 479 0.000000000 0.000000000
## 532 0.000000000 0.000000000
## 1032 0.000000000 0.046073718
## 1042 0.000000000 0.000000000
## 1047 0.000000000 0.000000000
## 1964 0.000000000 0.000000000
## 2148 0.000000000 0.000000000
## 2154 0.000000000 0.000000000
## 2192 0.000000000 0.000000000
## 2241 0.000000000 0.000000000
## 447 0.000000000 0.000000000
## 490 0.000000000 0.000000000
## 496 0.000000000 0.000000000
## 923 0.000000000 0.000000000
## 1038 0.121056721 0.207303807
## 1960 0.000000000 0.000000000
## 1984 0.000000000 0.000000000
## 1996 0.000000000 0.000000000
## 2009 0.000000000 0.000000000
## 2051 0.000000000 0.000000000
## 2085 0.000000000 0.000000000
## 342 0.000000000 0.000000000
## 362 0.000000000 0.000000000
## 896 0.000000000 0.000000000
## 1195 0.000000000 0.000000000
## 1389 0.000000000 0.000000000
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## 2587 0.000000000 0.000000000
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## 1640 0.000000000 0.000000000
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## 1268 0.000000000 0.000000000
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## 1683 0.000000000 0.000000000
## 1891 0.000000000 0.000000000
## 1930 0.000000000 0.000000000
## 2007 0.000000000 0.000000000
## 2252 0.000000000 0.000000000
## 2471 0.000000000 0.000000000
## 2511 0.000000000 0.000000000
## 152 0.000000000 0.000000000
## 307 0.000000000 0.000000000
## 414 0.000000000 0.000000000
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## 1331 0.000000000 0.000000000
## 1351 0.000000000 0.000000000
## 1565 0.000000000 0.000000000
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## 2013 0.000000000 0.000000000
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## 2338 0.000000000 0.000000000
## 2504 0.000000000 0.000000000
## 2536 0.000000000 0.000000000
## 279 0.000000000 0.000000000
## 351 0.000000000 0.000000000
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## 2027 0.000000000 0.000000000
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## 1392 0.000000000 0.000000000
## 1751 0.000000000 0.000000000
## 1988 0.000000000 0.000000000
## 2153 0.000000000 0.000000000
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## 2437 0.000000000 0.000000000
## 2454 0.000000000 0.000000000
## 2578 0.000000000 0.000000000
## 1097 0.000000000 0.000000000
## 1209 0.000000000 0.000000000
## 1335 0.000000000 0.000000000
## 1975 0.000000000 0.000000000
## 2187 0.000000000 0.000000000
## 2259 0.000000000 0.000000000
## 2341 0.000000000 0.000000000
## 2453 0.000000000 0.000000000
## 2522 0.000000000 0.000000000
## 574 0.000000000 0.000000000
## 590 0.000000000 0.000000000
## 983 0.000000000 0.000000000
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## 2076 0.000000000 0.000000000
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## 2324 0.000000000 0.000000000
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## 212 0.000000000 0.000000000
## 333 0.000000000 0.000000000
## 609 0.014030612 0.000000000
## 1162 0.000000000 0.000000000
## 1286 0.000000000 0.000000000
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## 1611 0.000000000 0.000000000
## 1882 0.000000000 0.000000000
## 1958 0.000000000 0.000000000
## 2038 0.000000000 0.000000000
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## 1305 0.000000000 0.000000000
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## 1459 0.000000000 0.000000000
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## 1860 0.000000000 0.000000000
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## 1108 0.021428571 0.023809524
## 2279 0.000000000 0.000000000
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## 2333 0.000000000 0.000000000
## 2348 0.000000000 0.000000000
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## 2526 0.000000000 0.000000000
## 2574 0.000000000 0.000000000
## 111 0.000000000 0.000000000
## 1438 0.000000000 0.000000000
## 15041 0.000000000 0.000000000
## 1811 0.000000000 0.000000000
## 2092 0.000000000 0.000000000
## 2131 0.000000000 0.000000000
## 2410 0.000000000 0.000000000
## 2539 0.000000000 0.000000000
## 1111 0.000000000 0.000000000
## 14381 0.000000000 0.000000000
## 15042 0.000000000 0.000000000
## 18111 0.000000000 0.000000000
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## 24101 0.000000000 0.000000000
## 25391 0.000000000 0.000000000
## 529 0.000000000 0.000000000
## 638 0.000000000 0.000000000
## 951 0.000000000 0.000000000
## 1505 0.000000000 0.000000000
## 1614 0.000000000 0.000000000
## 1927 0.000000000 0.000000000
## 2481 0.000000000 0.000000000
## 2590 0.000000000 0.000000000
## 467 0.000000000 0.000000000
## pitch_type_percentage_2_FA pitch_type_percentage_3_EP
## 479 0.00000000 0
## 532 0.00000000 0
## 1032 0.00000000 0
## 1042 0.00000000 0
## 1047 0.00000000 0
## 1964 0.00000000 0
## 2148 0.00000000 0
## 2154 0.00000000 0
## 2192 0.00000000 0
## 2241 0.00000000 0
## 447 0.00000000 0
## 490 0.00000000 0
## 496 0.00000000 0
## 923 0.00000000 0
## 1038 0.00000000 0
## 1960 0.00000000 0
## 1984 0.00000000 0
## 1996 0.00000000 0
## 2009 0.00000000 0
## 2051 0.00000000 0
## 2085 0.00000000 0
## 342 0.00000000 0
## 362 0.00000000 0
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## pitch_type_percentage_5_SL pitch_type_percentage_1_KN
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## pitch_type_percentage_4_SV pitch_type_percentage_2_NA
## 479 0 0
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## 1718 0 0
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## 2013 0 0
## 2031 0 0
## 2090 0 0
## 598 0 0
## 1155 0 0
## 13581 0 0
## 1533 0 0
## 2025 0 0
## 2035 0 0
## 2307 0 0
## 2498 0 0
## 5321 0 0
## 975 0 0
## 1040 0 0
## 1214 0 0
## 1612 0 0
## 2006 0 0
## 2338 0 0
## 2504 0 0
## 2536 0 0
## 279 0 0
## 351 0 0
## 1336 0 0
## 13492 0 0
## 1356 0 0
## 1417 0 0
## 15091 0 0
## 1542 0 0
## 2055 0 0
## 2273 0 0
## 2499 0 0
## 2566 0 0
## 51 0 0
## 365 0 0
## 552 0 0
## 630 0 0
## 1493 0 0
## 1506 0 0
## 1514 0 0
## 1925 0 0
## 2349 0 0
## 2413 0 0
## 2629 0 0
## 48 0 0
## 246 0 0
## 1428 0 0
## 14872 0 0
## 1503 0 0
## 16981 0 0
## 1700 0 0
## 2169 0 0
## 2178 0 0
## 2626 0 0
## 3951 0 0
## 1270 0 0
## 1315 0 0
## 1381 0 0
## 16531 0 0
## 1661 0 0
## 2027 0 0
## 2128 0 0
## 1220 0 0
## 1369 0 0
## 1392 0 0
## 1751 0 0
## 1988 0 0
## 2153 0 0
## 2167 0 0
## 2437 0 0
## 2454 0 0
## 2578 0 0
## 1097 0 0
## 1209 0 0
## 1335 0 0
## 1975 0 0
## 2187 0 0
## 2259 0 0
## 2341 0 0
## 2453 0 0
## 2522 0 0
## 574 0 0
## 590 0 0
## 983 0 0
## 1013 0 0
## 2076 0 0
## 2158 0 0
## 2177 0 0
## 2324 0 0
## 182 0 0
## 212 0 0
## 333 0 0
## 609 0 0
## 1162 0 0
## 1286 0 0
## 1426 0 0
## 1611 0 0
## 1882 0 0
## 1958 0 0
## 2038 0 0
## 2467 0 0
## 756 0 0
## 780 0 0
## 991 0 0
## 1305 0 0
## 1373 0 0
## 1459 0 0
## 1594 0 0
## 1860 0 0
## 613 0 0
## 1108 0 0
## 2279 0 0
## 2310 0 0
## 2333 0 0
## 2348 0 0
## 2372 0 0
## 2526 0 0
## 2574 0 0
## 111 0 0
## 1438 0 0
## 15041 0 0
## 1811 0 0
## 2092 0 0
## 2131 0 0
## 2410 0 0
## 2539 0 0
## 1111 0 0
## 14381 0 0
## 15042 0 0
## 18111 0 0
## 20921 0 0
## 21311 0 0
## 24101 0 0
## 25391 0 0
## 529 0 0
## 638 0 0
## 951 0 0
## 1505 0 0
## 1614 0 0
## 1927 0 0
## 2481 0 0
## 2590 0 0
## 467 0 0
## pitch_type_percentage_3_NA pitch_type_percentage_2_PO
## 479 0 0.000000000
## 532 0 0.000000000
## 1032 0 0.000000000
## 1042 0 0.000000000
## 1047 0 0.000000000
## 1964 0 0.000000000
## 2148 0 0.000000000
## 2154 0 0.000000000
## 2192 0 0.000000000
## 2241 0 0.000000000
## 447 0 0.000000000
## 490 0 0.000000000
## 496 0 0.000000000
## 923 0 0.000000000
## 1038 0 0.000000000
## 1960 0 0.000000000
## 1984 0 0.000000000
## 1996 0 0.000000000
## 2009 0 0.000000000
## 2051 0 0.000000000
## 2085 0 0.000000000
## 342 0 0.000000000
## 362 0 0.000000000
## 896 0 0.000000000
## 1195 0 0.000000000
## 1389 0 0.000000000
## 1393 0 0.000000000
## 1463 0 0.000000000
## 1767 0 0.000000000
## 2587 0 0.000000000
## 2607 0 0.000000000
## 137 0 0.004024943
## 258 0 0.000000000
## 377 0 0.000000000
## 1581 0 0.000000000
## 1640 0 0.000000000
## 2382 0 0.000000000
## 2503 0 0.000000000
## 2622 0 0.000000000
## 69 0 0.000000000
## 136 0 0.000000000
## 1101 0 0.000000000
## 1268 0 0.000000000
## 1279 0 0.000000000
## 1308 0 0.000000000
## 1324 0 0.000000000
## 1330 0 0.000000000
## 2104 0 0.000000000
## 2314 0 0.000000000
## 2381 0 0.000000000
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## 16601 0 0.000000000
## 16631 0 0.000000000
## 19591 0 0.000000000
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## 527 0 0.000000000
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## 2047 0 0.000000000
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## 2205 0 0.000000000
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## 1535 0 0.000000000
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## 2515 0 0.000000000
## 2577 0 0.000000000
## 537 0 0.000000000
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## 1578 0 0.000000000
## 1588 0 0.000000000
## 1606 0 0.000000000
## 1644 0 0.000000000
## 1650 0 0.000000000
## 1655 0 0.000000000
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## 1712 0 0.000000000
## 1722 0 0.000000000
## 1745 0 0.000000000
## 2562 0 0.000000000
## 366 0 0.000000000
## 389 0 0.000000000
## 424 0 0.000000000
## 1627 0 0.000000000
## 1668 0 0.000000000
## 2123 0 0.000000000
## 2146 0 0.000000000
## 21811 0 0.000000000
## 231 0 0.000000000
## 592 0 0.000000000
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## 1088 0 0.000000000
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## 1945 0 0.000000000
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## 429 0 0.000000000
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## 1867 0 0.000000000
## 1956 0 0.000000000
## 2334 0 0.000000000
## 2450 0 0.000000000
## 372 0 0.000000000
## 412 0 0.000000000
## 775 0 0.000000000
## 1358 0 0.000000000
## 1448 0 0.000000000
## 1899 0 0.000000000
## 1939 0 0.000000000
## 2302 0 0.000000000
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## 1374 0 0.000000000
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## 14871 0 0.000000000
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## 2270 0 0.000000000
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## 1830 0 0.000000000
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## 11951 0 0.000000000
## 1311 0 0.000000000
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## 1353 0 0.000000000
## 1360 0 0.000000000
## 1895 0 0.000000000
## 1983 0 0.000000000
## 2248 0 0.000000000
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## 226 0 0.000000000
## 480 0 0.000000000
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## 2145 0 0.000000000
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## 251 0 0.000000000
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## 2345 0 0.000000000
## 2565 0 0.000000000
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## 335 0 0.000000000
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## 63 0 0.000000000
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## 2222 0 0.000000000
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## 5321 0 0.000000000
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## 2504 0 0.000000000
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## 1614 0 0.000000000
## 1927 0 0.000000000
## 2481 0 0.000000000
## 2590 0 0.000000000
## 467 0 0.000000000
## pitch_type_percentage_2_KN pitch_type_percentage_3_KN
## 479 0 0
## 532 0 0
## 1032 0 0
## 1042 0 0
## 1047 0 0
## 1964 0 0
## 2148 0 0
## 2154 0 0
## 2192 0 0
## 2241 0 0
## 447 0 0
## 490 0 0
## 496 0 0
## 923 0 0
## 1038 0 0
## 1960 0 0
## 1984 0 0
## 1996 0 0
## 2009 0 0
## 2051 0 0
## 2085 0 0
## 342 0 0
## 362 0 0
## 896 0 0
## 1195 0 0
## 1389 0 0
## 1393 0 0
## 1463 0 0
## 1767 0 0
## 2587 0 0
## 2607 0 0
## 137 0 0
## 258 0 0
## 377 0 0
## 1581 0 0
## 1640 0 0
## 2382 0 0
## 2503 0 0
## 2622 0 0
## 69 0 0
## 136 0 0
## 1101 0 0
## 1268 0 0
## 1279 0 0
## 1308 0 0
## 1324 0 0
## 1330 0 0
## 2104 0 0
## 2314 0 0
## 2381 0 0
## 55 0 0
## 1153 0 0
## 1439 0 0
## 1617 0 0
## 1653 0 0
## 1737 0 0
## 1926 0 0
## 2300 0 0
## 238 0 0
## 1077 0 0
## 1159 0 0
## 1253 0 0
## 1387 0 0
## 1450 0 0
## 1915 0 0
## 2483 0 0
## 612 0 0
## 1229 0 0
## 1231 0 0
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## 1553 0 0
## 1660 0 0
## 1663 0 0
## 1959 0 0
## 6121 0 0
## 12291 0 0
## 12311 0 0
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## 15531 0 0
## 16601 0 0
## 16631 0 0
## 19591 0 0
## 476 0 0
## 527 0 0
## 576 0 0
## 2047 0 0
## 2118 0 0
## 2133 0 0
## 2134 0 0
## 2139 0 0
## 2181 0 0
## 2190 0 0
## 2205 0 0
## 2206 0 0
## 758 0 0
## 820 0 0
## 1535 0 0
## 1546 0 0
## 1555 0 0
## 1618 0 0
## 1684 0 0
## 1740 0 0
## 1746 0 0
## 2515 0 0
## 2577 0 0
## 537 0 0
## 960 0 0
## 1068 0 0
## 12531 0 0
## 1301 0 0
## 1487 0 0
## 1508 0 0
## 1735 0 0
## 2294 0 0
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## 1576 0 0
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## 1588 0 0
## 1606 0 0
## 1644 0 0
## 1650 0 0
## 1655 0 0
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## 1698 0 0
## 1712 0 0
## 1722 0 0
## 1745 0 0
## 2562 0 0
## 366 0 0
## 389 0 0
## 424 0 0
## 1627 0 0
## 1668 0 0
## 2123 0 0
## 2146 0 0
## 21811 0 0
## 231 0 0
## 592 0 0
## 813 0 0
## 1088 0 0
## 1449 0 0
## 1670 0 0
## 1945 0 0
## 2306 0 0
## 2527 0 0
## 340 0 0
## 429 0 0
## 807 0 0
## 9231 0 0
## 1867 0 0
## 1956 0 0
## 2334 0 0
## 2450 0 0
## 372 0 0
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## 775 0 0
## 1358 0 0
## 1448 0 0
## 1899 0 0
## 1939 0 0
## 2302 0 0
## 347 0 0
## 743 0 0
## 1374 0 0
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## 14871 0 0
## 1509 0 0
## 1874 0 0
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## 10421 0 0
## 1161 0 0
## 1235 0 0
## 1300 0 0
## 1320 0 0
## 2238 0 0
## 2569 0 0
## 395 0 0
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## 1501 0 0
## 1502 0 0
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## 1516 0 0
## 1922 0 0
## 222 0 0
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## 1343 0 0
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## 1705 0 0
## 1719 0 0
## 1830 0 0
## 1172 0 0
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## 1311 0 0
## 1313 0 0
## 1353 0 0
## 1360 0 0
## 1895 0 0
## 1983 0 0
## 2248 0 0
## 2357 0 0
## 226 0 0
## 480 0 0
## 845 0 0
## 1552 0 0
## 1609 0 0
## 1703 0 0
## 1728 0 0
## 2145 0 0
## 249 0 0
## 251 0 0
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## 22 0 0
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## 1891 0 0
## 1930 0 0
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## 1351 0 0
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## 1718 0 0
## 1808 0 0
## 2013 0 0
## 2031 0 0
## 2090 0 0
## 598 0 0
## 1155 0 0
## 13581 0 0
## 1533 0 0
## 2025 0 0
## 2035 0 0
## 2307 0 0
## 2498 0 0
## 5321 0 0
## 975 0 0
## 1040 0 0
## 1214 0 0
## 1612 0 0
## 2006 0 0
## 2338 0 0
## 2504 0 0
## 2536 0 0
## 279 0 0
## 351 0 0
## 1336 0 0
## 13492 0 0
## 1356 0 0
## 1417 0 0
## 15091 0 0
## 1542 0 0
## 2055 0 0
## 2273 0 0
## 2499 0 0
## 2566 0 0
## 51 0 0
## 365 0 0
## 552 0 0
## 630 0 0
## 1493 0 0
## 1506 0 0
## 1514 0 0
## 1925 0 0
## 2349 0 0
## 2413 0 0
## 2629 0 0
## 48 0 0
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## 1428 0 0
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## 1503 0 0
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## 1700 0 0
## 2169 0 0
## 2178 0 0
## 2626 0 0
## 3951 0 0
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## 1315 0 0
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## 16531 0 0
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## 2027 0 0
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## 1392 0 0
## 1751 0 0
## 1988 0 0
## 2153 0 0
## 2167 0 0
## 2437 0 0
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## 1209 0 0
## 1335 0 0
## 1975 0 0
## 2187 0 0
## 2259 0 0
## 2341 0 0
## 2453 0 0
## 2522 0 0
## 574 0 0
## 590 0 0
## 983 0 0
## 1013 0 0
## 2076 0 0
## 2158 0 0
## 2177 0 0
## 2324 0 0
## 182 0 0
## 212 0 0
## 333 0 0
## 609 0 0
## 1162 0 0
## 1286 0 0
## 1426 0 0
## 1611 0 0
## 1882 0 0
## 1958 0 0
## 2038 0 0
## 2467 0 0
## 756 0 0
## 780 0 0
## 991 0 0
## 1305 0 0
## 1373 0 0
## 1459 0 0
## 1594 0 0
## 1860 0 0
## 613 0 0
## 1108 0 0
## 2279 0 0
## 2310 0 0
## 2333 0 0
## 2348 0 0
## 2372 0 0
## 2526 0 0
## 2574 0 0
## 111 0 0
## 1438 0 0
## 15041 0 0
## 1811 0 0
## 2092 0 0
## 2131 0 0
## 2410 0 0
## 2539 0 0
## 1111 0 0
## 14381 0 0
## 15042 0 0
## 18111 0 0
## 20921 0 0
## 21311 0 0
## 24101 0 0
## 25391 0 0
## 529 0 0
## 638 0 0
## 951 0 0
## 1505 0 0
## 1614 0 0
## 1927 0 0
## 2481 0 0
## 2590 0 0
## 467 0 0
## pitch_type_percentage_5_CH pitch_type_percentage_4_CS
## 479 0.00000000 0
## 532 0.00000000 0
## 1032 0.00000000 0
## 1042 0.00000000 0
## 1047 0.00000000 0
## 1964 0.00000000 0
## 2148 0.00000000 0
## 2154 0.00000000 0
## 2192 0.00000000 0
## 2241 0.00000000 0
## 447 0.00000000 0
## 490 0.00000000 0
## 496 0.00000000 0
## 923 0.00000000 0
## 1038 0.00000000 0
## 1960 0.00000000 0
## 1984 0.00000000 0
## 1996 0.00000000 0
## 2009 0.00000000 0
## 2051 0.00000000 0
## 2085 0.00000000 0
## 342 0.00000000 0
## 362 0.00000000 0
## 896 0.00000000 0
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## pitch_type_percentage_5_FF pitch_type_percentage_5_KC
## 479 0.0000000 0
## 532 0.0000000 0
## 1032 0.0000000 0
## 1042 0.0000000 0
## 1047 0.0000000 0
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## pitch_type_percentage_1_FO pitch_type_percentage_2_FO
## 479 0 0
## 532 0 0
## 1032 0 0
## 1042 0 0
## 1047 0 0
## 1964 0 0
## 2148 0 0
## 2154 0 0
## 2192 0 0
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## 2622 0 0
## 69 0 0
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## 55 0 0
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## pitch_type_percentage_3_FO pitch_type_percentage_5_FC
## 479 0 0.0000000
## 532 0 0.0000000
## 1032 0 0.0000000
## 1042 0 0.0000000
## 1047 0 0.0000000
## 1964 0 0.0000000
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## 1663 0 0.0000000
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## 15531 0 0.0000000
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## 16631 0 0.0000000
## 19591 0 0.0000000
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## 576 0 0.0000000
## 2047 0 0.0000000
## 2118 0 0.0000000
## 2133 0 0.0000000
## 2134 0 0.0000000
## 2139 0 0.0000000
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## 2190 0 0.0000000
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## 2206 0 0.0000000
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## 2562 0 0.0000000
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## 424 0 0.0000000
## 1627 0 0.0000000
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## 2123 0 0.0000000
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## 231 0 0.0000000
## 592 0 0.0000000
## 813 0 0.0000000
## 1088 0 0.0000000
## 1449 0 0.0000000
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## 2306 0 0.0000000
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## 429 0 0.0234375
## 807 0 0.0000000
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## 1161 0 0.0000000
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## 2569 0 0.0000000
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## 1501 0 0.0000000
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## 1922 0 0.0000000
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## 1254 0 0.0000000
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## 1671 0 0.0000000
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## 1830 0 0.0000000
## 1172 0 0.0000000
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## 1311 0 0.0000000
## 1313 0 0.0000000
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## 673 0 0.0000000
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## 1180 0 0.0000000
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## 1428 0 0.0000000
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## 2178 0 0.0000000
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## pitch_type_percentage_2_SC pitch_type_percentage_4_FO
## 479 0 0
## 532 0 0
## 1032 0 0
## 1042 0 0
## 1047 0 0
## 1964 0 0
## 2148 0 0
## 2154 0 0
## 2192 0 0
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## 447 0 0
## 490 0 0
## 496 0 0
## 923 0 0
## 1038 0 0
## 1960 0 0
## 1984 0 0
## 1996 0 0
## 2009 0 0
## 2051 0 0
## 2085 0 0
## 342 0 0
## 362 0 0
## 896 0 0
## 1195 0 0
## 1389 0 0
## 1393 0 0
## 1463 0 0
## 1767 0 0
## 2587 0 0
## 2607 0 0
## 137 0 0
## 258 0 0
## 377 0 0
## 1581 0 0
## 1640 0 0
## 2382 0 0
## 2503 0 0
## 2622 0 0
## 69 0 0
## 136 0 0
## 1101 0 0
## 1268 0 0
## 1279 0 0
## 1308 0 0
## 1324 0 0
## 1330 0 0
## 2104 0 0
## 2314 0 0
## 2381 0 0
## 55 0 0
## 1153 0 0
## 1439 0 0
## 1617 0 0
## 1653 0 0
## 1737 0 0
## 1926 0 0
## 2300 0 0
## 238 0 0
## 1077 0 0
## 1159 0 0
## 1253 0 0
## 1387 0 0
## 1450 0 0
## 1915 0 0
## 2483 0 0
## 612 0 0
## 1229 0 0
## 1231 0 0
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## 1959 0 0
## 6121 0 0
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## 16601 0 0
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## 19591 0 0
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## 2190 0 0
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## 1618 0 0
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## 1576 0 0
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## 1606 0 0
## 1644 0 0
## 1650 0 0
## 1655 0 0
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## 1698 0 0
## 1712 0 0
## 1722 0 0
## 1745 0 0
## 2562 0 0
## 366 0 0
## 389 0 0
## 424 0 0
## 1627 0 0
## 1668 0 0
## 2123 0 0
## 2146 0 0
## 21811 0 0
## 231 0 0
## 592 0 0
## 813 0 0
## 1088 0 0
## 1449 0 0
## 1670 0 0
## 1945 0 0
## 2306 0 0
## 2527 0 0
## 340 0 0
## 429 0 0
## 807 0 0
## 9231 0 0
## 1867 0 0
## 1956 0 0
## 2334 0 0
## 2450 0 0
## 372 0 0
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## 1448 0 0
## 1899 0 0
## 1939 0 0
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## 347 0 0
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## 1374 0 0
## 1376 0 0
## 14871 0 0
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## 10421 0 0
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## 1235 0 0
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## 1320 0 0
## 2238 0 0
## 2569 0 0
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## 1504 0 0
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## 1922 0 0
## 222 0 0
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## 1719 0 0
## 1830 0 0
## 1172 0 0
## 11951 0 0
## 1311 0 0
## 1313 0 0
## 1353 0 0
## 1360 0 0
## 1895 0 0
## 1983 0 0
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## 2357 0 0
## 226 0 0
## 480 0 0
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## 1609 0 0
## 1703 0 0
## 1728 0 0
## 2145 0 0
## 249 0 0
## 251 0 0
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## 1533 0 0
## 2025 0 0
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## 2307 0 0
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## 1214 0 0
## 1612 0 0
## 2006 0 0
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## 2504 0 0
## 2536 0 0
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## 1426 0 0
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## 1594 0 0
## 1860 0 0
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## 2279 0 0
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## 2333 0 0
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## 111 0 0
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## 15041 0 0
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## 15042 0 0
## 18111 0 0
## 20921 0 0
## 21311 0 0
## 24101 0 0
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## 638 0 0
## 951 0 0
## 1505 0 0
## 1614 0 0
## 1927 0 0
## 2481 0 0
## 2590 0 0
## 467 0 0
## diff_pitch_type_percentage_1_2_diff_CH
## 479 0.0434215081
## 532 -0.0357972164
## 1032 0.0599355673
## 1042 0.0491448056
## 1047 0.1219512195
## 1964 -0.0512173012
## 2148 0.0000000000
## 2154 0.0000000000
## 2192 0.0541005291
## 2241 -0.1979308974
## 447 0.0000000000
## 490 -0.2004555051
## 496 -0.0477653820
## 923 0.1043037654
## 1038 0.1013130604
## 1960 0.0000000000
## 1984 0.0000000000
## 1996 0.0000000000
## 2009 -0.0917478882
## 2051 0.0000000000
## 2085 0.0000000000
## 342 0.0687627471
## 362 0.0000000000
## 896 0.0412188914
## 1195 -0.0177959998
## 1389 0.0000000000
## 1393 0.0000000000
## 1463 -0.2639997117
## 1767 0.0098039216
## 2587 0.0000000000
## 2607 -0.0388750047
## 137 0.0496097780
## 258 -0.1084536819
## 377 -0.0425290696
## 1581 0.0000000000
## 1640 0.0000000000
## 2382 0.0000000000
## 2503 0.0000000000
## 2622 -0.0165903541
## 69 -0.0010344828
## 136 -0.0557037394
## 1101 0.0396409663
## 1268 -0.1499948511
## 1279 -0.2269247969
## 1308 0.0000000000
## 1324 0.0000000000
## 1330 -0.0888010671
## 2104 0.0000000000
## 2314 0.0000000000
## 2381 0.0000000000
## 55 -0.0244248645
## 1153 -0.0162943763
## 1439 0.0000000000
## 1617 -0.0124967480
## 1653 0.0000000000
## 1737 -0.2225427014
## 1926 -0.2122098863
## 2300 0.0000000000
## 238 0.0335659959
## 1077 -0.0045105442
## 1159 0.0000000000
## 1253 0.0000000000
## 1387 -0.2304688694
## 1450 -0.2500000000
## 1915 -0.0192219680
## 2483 0.0000000000
## 612 0.0604352777
## 1229 0.0000000000
## 1231 -0.0322420635
## 1349 -0.5360725678
## 1553 -0.0143103553
## 1660 0.0032051282
## 1663 -0.2007711845
## 1959 0.0000000000
## 6121 0.0604352777
## 12291 0.0000000000
## 12311 -0.0322420635
## 13491 -0.5360725678
## 15531 -0.0143103553
## 16601 0.0032051282
## 16631 -0.2007711845
## 19591 0.0000000000
## 476 -0.1337526977
## 527 0.0002645503
## 576 -0.0007203907
## 2047 0.0000000000
## 2118 -0.0867294935
## 2133 -0.2140928493
## 2134 0.0000000000
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## 2181 0.0000000000
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## 2205 0.0000000000
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## 758 0.0000000000
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## 1535 0.0000000000
## 1546 0.0000000000
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## 1618 0.0000000000
## 1684 0.0000000000
## 1740 -0.0645265102
## 1746 -0.0649193548
## 2515 0.0000000000
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## 537 0.0045717813
## 960 0.0196475046
## 1068 0.0527315831
## 12531 0.0000000000
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## 1487 0.0000000000
## 1508 0.0000000000
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## 2294 0.0000000000
## 805 0.2694497154
## 1563 -0.0112433862
## 1576 0.0000000000
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## 1606 -0.3086641408
## 1644 0.0000000000
## 1650 0.0000000000
## 1655 0.0000000000
## 1679 -0.0846907970
## 1698 -0.1433315047
## 1712 0.0000000000
## 1722 -0.0127466915
## 1745 -0.2004886688
## 2562 -0.2917099532
## 366 0.0357975432
## 389 -0.2438503395
## 424 0.0000000000
## 1627 0.0000000000
## 1668 -0.0009765625
## 2123 0.0000000000
## 2146 -0.0140185305
## 21811 0.0000000000
## 231 -0.1720938710
## 592 -0.2611478721
## 813 -0.1445012788
## 1088 0.1026512188
## 1449 -0.1430247649
## 1670 -0.1443659039
## 1945 0.0000000000
## 2306 -0.1176470588
## 2527 -0.1810114794
## 340 -0.0731413438
## 429 -0.0103063577
## 807 0.0454816756
## 9231 0.1043037654
## 1867 -0.3431372549
## 1956 -0.0044893378
## 2334 0.0000000000
## 2450 -0.3831070685
## 372 0.0179400873
## 412 0.0077338820
## 775 0.0363666321
## 1358 -0.5000000000
## 1448 -0.1692434094
## 1899 0.0021505376
## 1939 0.0000000000
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## 1374 0.0000000000
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## 14871 0.0000000000
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## 711 0.0914261671
## 10421 0.0491448056
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## 1320 -0.2563242760
## 2238 -0.1791508552
## 2569 -0.0057908318
## 395 -0.5087233288
## 1429 -0.0854112679
## 1440 0.0000000000
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## 1830 -0.1508467023
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## 1353 -0.6484251619
## 1360 -0.0379938741
## 1895 -0.0411234688
## 1983 0.0000000000
## 2248 -0.1314064242
## 2357 -0.2770660552
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## 1552 -0.0176190476
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## diff_pitch_type_percentage_1_2_diff_FC
## 479 -0.030744095
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## diff_pitch_type_percentage_1_2_diff_KC
## 479 0.000000000
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## diff_pitch_type_percentage_1_2_diff_CU
## 479 0.0000000000
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## diff_pitch_type_percentage_2_3_diff_SI
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## diff_pitch_type_percentage_2_3_diff_KC
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## diff_pitch_type_percentage_2_3_diff_CU
## 479 0.0000000000
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## diff_pitch_type_percentage_2_3_diff_CS
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## diff_pitch_type_percentage_2_3_diff_NA
## 479 0
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## diff_pitch_type_percentage_2_3_diff_FO xwoba_times_faced_1
## 479 0 0.32028611
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## 1960 0 0.36000000
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## 1324 0 0.16900000
## 1330 0 0.28702205
## 2104 0 0.46320000
## 2314 0 0.15035317
## 2381 0 0.28107702
## 55 0 0.29923418
## 1153 0 0.27336477
## 1439 0 0.43758889
## 1617 0 0.27814802
## 1653 0 0.41250000
## 1737 0 0.26665803
## 1926 0 0.26336365
## 2300 0 0.34350000
## 238 0 0.34488056
## 1077 0 0.25380880
## 1159 0 0.32660000
## 1253 0 0.06500000
## 1387 0 0.29991667
## 1450 0 0.36337500
## 1915 0 0.40978000
## 2483 0 0.48840000
## 612 0 0.34751852
## 1229 0 0.39827778
## 1231 0 0.29077579
## 1349 0 0.30512032
## 1553 0 0.27690850
## 1660 0 0.28507372
## 1663 0 0.25509451
## 1959 0 0.57575000
## 6121 0 0.34751852
## 12291 0 0.39827778
## 12311 0 0.29077579
## 13491 0 0.30512032
## 15531 0 0.27690850
## 16601 0 0.28507372
## 16631 0 0.25509451
## 19591 0 0.57575000
## 476 0 0.30957493
## 527 0 0.30654089
## 576 0 0.34561585
## 2047 0 0.07166667
## 2118 0 0.28899656
## 2133 0 0.31408319
## 2134 0 0.60166667
## 2139 0 0.28460263
## 2181 0 0.35129167
## 2190 0 0.34548889
## 2205 0 0.27185768
## 2206 0 0.32186015
## 758 0 0.29428949
## 820 0 0.33962058
## 1535 0 0.30243148
## 1546 0 0.22638606
## 1555 0 0.25591889
## 1618 0 0.25531667
## 1684 0 0.27685481
## 1740 0 0.34347847
## 1746 0 0.37215000
## 2515 0 0.31108050
## 2577 0 0.29164849
## 537 0 0.37557778
## 960 0 0.27618333
## 1068 0 0.32111111
## 12531 0 0.06500000
## 1301 0 0.29918268
## 1487 0 0.37288274
## 1508 0 0.29158603
## 1735 0 0.22191766
## 2294 0 0.17902083
## 805 0 0.25788889
## 1563 0 0.34009825
## 1576 0 0.18150000
## 1578 0 0.31250132
## 1588 0 0.23900000
## 1606 0 0.21665224
## 1644 0 0.39615397
## 1650 0 0.35621488
## 1655 0 0.47175000
## 1679 0 0.28009457
## 1698 0 0.33049431
## 1712 0 0.47991667
## 1722 0 0.32713201
## 1745 0 0.29544709
## 2562 0 0.35509382
## 366 0 0.36272625
## 389 0 0.22851389
## 424 0 0.24604462
## 1627 0 0.43542857
## 1668 0 0.34006768
## 2123 0 0.03950000
## 2146 0 0.27686325
## 21811 0 0.35129167
## 231 0 0.19976111
## 592 0 0.29249555
## 813 0 0.39933333
## 1088 0 0.37715586
## 1449 0 0.26945323
## 1670 0 0.32243247
## 1945 0 0.28985554
## 2306 0 0.17150000
## 2527 0 0.31142773
## 340 0 0.30534243
## 429 0 0.30185977
## 807 0 0.19086869
## 9231 0 0.30725000
## 1867 0 0.48270833
## 1956 0 0.52654074
## 2334 0 0.17740000
## 2450 0 0.29630939
## 372 0 0.34545646
## 412 0 0.37809519
## 775 0 0.33100000
## 1358 0 0.32550000
## 1448 0 0.43744762
## 1899 0 0.20877778
## 1939 0 0.25961111
## 2302 0 0.27125000
## 347 0 0.27423835
## 743 0 0.25180875
## 1374 0 0.66875000
## 1376 0 0.33664048
## 14871 0 0.37288274
## 1509 0 0.25545833
## 1874 0 0.35641667
## 2270 0 0.40635516
## 711 0 0.26395852
## 10421 0 0.31505000
## 1161 0 0.28401400
## 1235 0 0.28774520
## 1300 0 0.37925000
## 1320 0 0.36445216
## 2238 0 0.34814352
## 2569 0 0.30587436
## 395 0 0.28118817
## 1429 0 0.28184583
## 1440 0 0.09700000
## 1443 0 0.27314328
## 1474 0 0.35314753
## 1501 0 0.34888073
## 1502 0 0.25227990
## 1504 0 0.26427143
## 1516 0 0.28428857
## 1922 0 0.30877381
## 222 0 0.26620569
## 4791 0 0.32028611
## 1254 0 0.28341074
## 1343 0 0.18300000
## 1671 0 0.34444118
## 1705 0 0.23427525
## 1719 0 0.26514288
## 1830 0 0.23702083
## 1172 0 0.32186154
## 11951 0 0.28789814
## 1311 0 0.31200337
## 1313 0 0.28139321
## 1353 0 0.23761954
## 1360 0 0.35213671
## 1895 0 0.30673852
## 1983 0 0.61531429
## 2248 0 0.37637907
## 2357 0 0.24406781
## 226 0 0.32552179
## 480 0 0.25626200
## 845 0 0.31733829
## 1552 0 0.46117857
## 1609 0 0.25637810
## 1703 0 0.33575000
## 1728 0 0.29530530
## 2145 0 0.28060000
## 249 0 0.27648611
## 251 0 0.28636847
## 506 0 0.31584963
## 556 0 0.32998413
## 1208 0 0.26793714
## 1283 0 0.29204617
## 1284 0 0.29332954
## 2345 0 0.32746498
## 2565 0 0.31537840
## 317 0 0.21497778
## 335 0 0.25548208
## 663 0 0.31704444
## 1333 0 0.27237196
## 1475 0 0.20775333
## 19961 0 0.40695238
## 2113 0 0.21478023
## 2368 0 0.27567727
## 22 0 0.28807887
## 63 0 0.24928981
## 168 0 0.31258480
## 174 0 0.23881190
## 673 0 0.29955923
## 1177 0 0.29360316
## 1180 0 0.22122804
## 1260 0 0.47909345
## 1744 0 0.34776389
## 1759 0 0.29229581
## 2222 0 0.27078043
## 2362 0 0.34780011
## 2530 0 0.33834028
## 2600 0 0.22842648
## 2641 0 0.30350316
## 7581 0 0.29428949
## 1178 0 0.30022030
## 1287 0 0.26357255
## 1445 0 0.51716667
## 19561 0 0.52654074
## 2229 0 0.41943810
## 2246 0 0.34523958
## 2312 0 0.33583281
## 2412 0 0.31492454
## 173 0 0.28127797
## 315 0 0.24457222
## 376 0 0.24071647
## 1630 0 0.27300000
## 1646 0 0.33448750
## 1683 0 0.28126923
## 1891 0 0.29530918
## 1930 0 0.30244218
## 2007 0 0.23968782
## 2252 0 0.32729167
## 2471 0 0.35584927
## 2511 0 0.40507475
## 152 0 0.29899972
## 307 0 0.23562673
## 414 0 0.26196283
## 1185 0 0.27771312
## 1331 0 0.30326383
## 1351 0 0.23650000
## 1565 0 0.44354286
## 1718 0 0.47140000
## 1808 0 0.31691667
## 2013 0 0.28067372
## 2031 0 0.34717857
## 2090 0 0.41018078
## 598 0 0.31882996
## 1155 0 0.30826806
## 13581 0 0.32550000
## 1533 0 0.30197481
## 2025 0 0.27242502
## 2035 0 0.30599658
## 2307 0 0.25595326
## 2498 0 0.37600056
## 5321 0 0.35553492
## 975 0 0.31035844
## 1040 0 0.22238889
## 1214 0 0.35188013
## 1612 0 0.38150000
## 2006 0 0.45859365
## 2338 0 0.26803301
## 2504 0 0.33601143
## 2536 0 0.28600000
## 279 0 0.24035456
## 351 0 0.29184964
## 1336 0 0.46980208
## 13492 0 0.30512032
## 1356 0 0.29165378
## 1417 0 0.23178571
## 15091 0 0.25545833
## 1542 0 0.21137139
## 2055 0 0.30532948
## 2273 0 0.31166667
## 2499 0 0.28681784
## 2566 0 0.47210000
## 51 0 0.33065014
## 365 0 0.35252125
## 552 0 0.27995685
## 630 0 0.26027867
## 1493 0 0.39850000
## 1506 0 0.21653514
## 1514 0 0.00000000
## 1925 0 0.30325092
## 2349 0 0.32251819
## 2413 0 0.27700000
## 2629 0 0.28872321
## 48 0 0.26036875
## 246 0 0.22376444
## 1428 0 0.32644444
## 14872 0 0.37288274
## 1503 0 0.36388952
## 16981 0 0.33049431
## 1700 0 0.28256425
## 2169 0 0.71775000
## 2178 0 0.29149807
## 2626 0 0.27859493
## 3951 0 0.28118817
## 1270 0 0.45800000
## 1315 0 0.37149127
## 1381 0 0.19886429
## 16531 0 0.41250000
## 1661 0 0.35580135
## 2027 0 0.28504856
## 2128 0 0.28512187
## 1220 0 0.40899048
## 1369 0 0.36960000
## 1392 0 0.28304898
## 1751 0 0.28523243
## 1988 0 0.28697313
## 2153 0 0.28060859
## 2167 0 0.38527794
## 2437 0 0.34662732
## 2454 0 0.27537571
## 2578 0 0.23173793
## 1097 0 0.27366852
## 1209 0 0.61050000
## 1335 0 0.29530357
## 1975 0 0.26986003
## 2187 0 0.25816021
## 2259 0 0.55427778
## 2341 0 0.39826071
## 2453 0 0.24433478
## 2522 0 0.35592940
## 574 0 0.31887472
## 590 0 0.28551590
## 983 0 0.29410616
## 1013 0 0.29543173
## 2076 0 0.42242917
## 2158 0 0.30100000
## 2177 0 0.39472302
## 2324 0 0.32625180
## 182 0 0.30525669
## 212 0 0.30771124
## 333 0 0.26028502
## 609 0 0.39385452
## 1162 0 0.27819184
## 1286 0 0.24865757
## 1426 0 0.28160063
## 1611 0 0.30925556
## 1882 0 0.28908816
## 1958 0 0.24326559
## 2038 0 0.30505263
## 2467 0 0.29131799
## 756 0 0.45055556
## 780 0 0.28947326
## 991 0 0.34000402
## 1305 0 0.30869691
## 1373 0 0.54557143
## 1459 0 0.33803582
## 1594 0 0.38822222
## 1860 0 0.33070646
## 613 0 0.35537037
## 1108 0 0.20897917
## 2279 0 0.41719048
## 2310 0 0.30833333
## 2333 0 0.30828553
## 2348 0 0.35190547
## 2372 0 0.32120056
## 2526 0 0.44083333
## 2574 0 0.27126667
## 111 0 0.33159259
## 1438 0 0.31162951
## 15041 0 0.26427143
## 1811 0 0.49580556
## 2092 0 0.29607333
## 2131 0 0.40973611
## 2410 0 0.47066667
## 2539 0 0.27191919
## 1111 0 0.33159259
## 14381 0 0.31162951
## 15042 0 0.26427143
## 18111 0 0.49580556
## 20921 0 0.29607333
## 21311 0 0.40973611
## 24101 0 0.47066667
## 25391 0 0.27191919
## 529 0 0.32796655
## 638 0 0.26480921
## 951 0 0.23068889
## 1505 0 0.26480982
## 1614 0 0.34355937
## 1927 0 0.33092928
## 2481 0 0.29537782
## 2590 0 0.24663786
## 467 0 0.21675000
## xwoba_times_faced_2 xwoba_times_faced_3 xwoba_times_faced_4
## 479 0.28432589 0.0090000 NA
## 532 0.33595000 NA NA
## 1032 0.31768707 0.3396179 0.0947500
## 1042 0.22387500 0.3414107 NA
## 1047 0.19200000 0.6630000 NA
## 1964 NA NA NA
## 2148 NA NA NA
## 2154 NA NA NA
## 2192 0.10366667 NA NA
## 2241 0.05700000 NA NA
## 447 0.33032747 0.3533400 NA
## 490 0.32619120 0.5181389 NA
## 496 0.41530714 0.5522786 NA
## 923 0.34908542 0.3601333 NA
## 1038 0.28838384 0.3202833 0.3503750
## 1960 NA NA NA
## 1984 0.47040000 NA NA
## 1996 NA NA NA
## 2009 NA NA NA
## 2051 NA NA NA
## 2085 0.37975000 NA NA
## 342 0.35765608 0.6465722 NA
## 362 0.31624392 0.3061622 0.2895000
## 896 0.38354167 0.4846786 0.0840000
## 1195 NA NA NA
## 1389 NA NA NA
## 1393 NA NA NA
## 1463 NA NA NA
## 1767 0.22080000 NA NA
## 2587 0.41500000 NA NA
## 2607 NA NA NA
## 137 0.36874515 0.2885323 0.0310000
## 258 0.28861111 NA NA
## 377 0.35299306 0.2221667 NA
## 1581 NA NA NA
## 1640 NA NA NA
## 2382 NA NA NA
## 2503 NA NA NA
## 2622 NA NA NA
## 69 0.54100000 NA NA
## 136 0.27857000 NA NA
## 1101 0.34483507 0.4191147 0.5047917
## 1268 0.41300000 NA NA
## 1279 NA NA NA
## 1308 NA NA NA
## 1324 NA NA NA
## 1330 NA NA NA
## 2104 NA NA NA
## 2314 NA NA NA
## 2381 NA NA NA
## 55 0.37194583 0.4015449 0.3926667
## 1153 NA NA NA
## 1439 NA NA NA
## 1617 0.04200000 NA NA
## 1653 NA NA NA
## 1737 NA NA NA
## 1926 NA NA NA
## 2300 0.00000000 NA NA
## 238 0.28744373 0.3279511 NA
## 1077 0.35115822 0.3735192 0.3640000
## 1159 NA NA NA
## 1253 NA NA NA
## 1387 NA NA NA
## 1450 NA NA NA
## 1915 NA NA NA
## 2483 NA NA NA
## 612 0.38529299 0.4247100 NA
## 1229 0.38050000 NA NA
## 1231 NA NA NA
## 1349 0.40344444 NA NA
## 1553 NA NA NA
## 1660 0.23188889 NA NA
## 1663 0.63400000 NA NA
## 1959 NA NA NA
## 6121 0.38529299 0.4247100 NA
## 12291 0.38050000 NA NA
## 12311 NA NA NA
## 13491 0.40344444 NA NA
## 15531 NA NA NA
## 16601 0.23188889 NA NA
## 16631 0.63400000 NA NA
## 19591 NA NA NA
## 476 0.04500000 NA NA
## 527 0.43107235 0.2104133 NA
## 576 0.33933333 NA NA
## 2047 NA NA NA
## 2118 NA NA NA
## 2133 0.30150000 NA NA
## 2134 NA NA NA
## 2139 NA NA NA
## 2181 NA NA NA
## 2190 0.62966095 NA NA
## 2205 NA NA NA
## 2206 0.78965238 NA NA
## 758 0.26567992 0.3132254 0.2495667
## 820 0.34887985 0.3776138 0.0050000
## 1535 NA NA NA
## 1546 NA NA NA
## 1555 0.67325000 NA NA
## 1618 NA NA NA
## 1684 NA NA NA
## 1740 NA NA NA
## 1746 NA NA NA
## 2515 0.23146667 NA NA
## 2577 NA NA NA
## 537 0.35862167 0.3513889 NA
## 960 0.34709668 0.3365276 0.4095000
## 1068 0.39298843 0.2503667 NA
## 12531 NA NA NA
## 1301 0.34604583 NA NA
## 1487 NA NA NA
## 1508 NA NA NA
## 1735 NA NA NA
## 2294 NA NA NA
## 805 0.22055556 0.6856000 NA
## 1563 NA NA NA
## 1576 NA NA NA
## 1578 NA NA NA
## 1588 NA NA NA
## 1606 NA NA NA
## 1644 NA NA NA
## 1650 NA NA NA
## 1655 NA NA NA
## 1679 NA NA NA
## 1698 NA NA NA
## 1712 NA NA NA
## 1722 NA NA NA
## 1745 NA NA NA
## 2562 0.89508333 NA NA
## 366 0.31972685 0.4353038 0.8120000
## 389 NA NA NA
## 424 0.07100000 NA NA
## 1627 NA NA NA
## 1668 NA NA NA
## 2123 NA NA NA
## 2146 0.11700000 NA NA
## 21811 NA NA NA
## 231 0.48860000 NA NA
## 592 0.45042063 0.1178333 NA
## 813 0.40700000 0.4664444 NA
## 1088 0.31765432 0.2325833 NA
## 1449 NA NA NA
## 1670 0.32350000 NA NA
## 1945 NA NA NA
## 2306 NA NA NA
## 2527 0.26400000 NA NA
## 340 NA NA NA
## 429 0.33348119 0.3039717 NA
## 807 0.20420455 0.5422726 NA
## 9231 0.34908542 0.3601333 NA
## 1867 NA NA NA
## 1956 0.57175000 NA NA
## 2334 NA NA NA
## 2450 NA NA NA
## 372 0.34066718 0.3672264 0.5892222
## 412 0.51234375 0.2080000 NA
## 775 0.55894444 NA NA
## 1358 NA NA NA
## 1448 NA NA NA
## 1899 0.39620000 NA NA
## 1939 NA NA NA
## 2302 NA NA NA
## 347 NA NA NA
## 743 0.30209079 0.3547861 0.2949854
## 1374 NA NA NA
## 1376 NA NA NA
## 14871 NA NA NA
## 1509 NA NA NA
## 1874 NA NA NA
## 2270 NA NA NA
## 711 0.28062454 0.3130847 0.2147500
## 10421 0.22387500 0.3414107 NA
## 1161 0.21400000 NA NA
## 1235 NA NA NA
## 1300 NA NA NA
## 1320 NA NA NA
## 2238 NA NA NA
## 2569 0.06700000 NA NA
## 395 0.35443750 NA NA
## 1429 NA NA NA
## 1440 NA NA NA
## 1443 0.10800000 NA NA
## 1474 0.08500000 NA NA
## 1501 NA NA NA
## 1502 NA NA NA
## 1504 NA NA NA
## 1516 NA NA NA
## 1922 NA NA NA
## 222 NA NA NA
## 4791 0.28432589 0.0090000 NA
## 1254 NA NA NA
## 1343 NA NA NA
## 1671 0.51230000 NA NA
## 1705 NA NA NA
## 1719 NA NA NA
## 1830 NA NA NA
## 1172 NA NA NA
## 11951 NA NA NA
## 1311 NA NA NA
## 1313 NA NA NA
## 1353 NA NA NA
## 1360 NA NA NA
## 1895 0.49571429 NA NA
## 1983 NA NA NA
## 2248 0.28300000 NA NA
## 2357 NA NA NA
## 226 NA NA NA
## 480 0.34642677 0.4755440 0.3570000
## 845 0.35158274 0.3054421 0.3715000
## 1552 NA NA NA
## 1609 0.00000000 NA NA
## 1703 NA NA NA
## 1728 NA NA NA
## 2145 NA NA NA
## 249 0.22067315 0.2683012 NA
## 251 0.24533333 NA NA
## 506 0.37271373 0.3796400 NA
## 556 0.36899537 0.2870000 NA
## 1208 NA NA NA
## 1283 NA NA NA
## 1284 NA NA NA
## 2345 0.00000000 NA NA
## 2565 NA NA NA
## 317 0.21946296 0.2812476 NA
## 335 NA NA NA
## 663 0.30072407 0.4556528 0.2680000
## 1333 0.61766667 NA NA
## 1475 NA NA NA
## 19961 NA NA NA
## 2113 0.70000000 NA NA
## 2368 0.31544444 0.2842500 0.1275000
## 22 NA NA NA
## 63 NA NA NA
## 168 0.28633571 0.3771369 NA
## 174 NA NA NA
## 673 0.40245926 0.3546667 NA
## 1177 NA NA NA
## 1180 NA NA NA
## 1260 NA NA NA
## 1744 0.86650000 NA NA
## 1759 0.01600000 NA NA
## 2222 0.21800000 NA NA
## 2362 0.26000000 NA NA
## 2530 0.09100000 NA NA
## 2600 NA NA NA
## 2641 0.22512963 0.2415000 NA
## 7581 0.26567992 0.3132254 0.2495667
## 1178 NA NA NA
## 1287 0.11600000 NA NA
## 1445 NA NA NA
## 19561 0.57175000 NA NA
## 2229 0.21800000 0.4212500 NA
## 2246 0.23400000 NA NA
## 2312 0.30040000 NA NA
## 2412 NA NA NA
## 173 0.31658095 0.1553333 NA
## 315 0.21017429 0.2991449 NA
## 376 0.85900000 NA NA
## 1630 NA NA NA
## 1646 0.81300000 NA NA
## 1683 NA NA NA
## 1891 0.10500000 NA NA
## 1930 NA NA NA
## 2007 NA NA NA
## 2252 0.00000000 NA NA
## 2471 0.00000000 NA NA
## 2511 0.29150000 NA NA
## 152 0.06700000 NA NA
## 307 NA NA NA
## 414 NA NA NA
## 1185 NA NA NA
## 1331 NA NA NA
## 1351 NA NA NA
## 1565 NA NA NA
## 1718 NA NA NA
## 1808 NA NA NA
## 2013 0.18950000 NA NA
## 2031 NA NA NA
## 2090 0.47050000 NA NA
## 598 0.36680903 0.5051429 NA
## 1155 NA NA NA
## 13581 NA NA NA
## 1533 0.00000000 NA NA
## 2025 NA NA NA
## 2035 NA NA NA
## 2307 NA NA NA
## 2498 0.25507778 0.5370000 NA
## 5321 0.33595000 NA NA
## 975 0.28676870 0.2477480 0.2650000
## 1040 0.40557407 0.5339375 NA
## 1214 0.00000000 NA NA
## 1612 NA NA NA
## 2006 NA NA NA
## 2338 NA NA NA
## 2504 NA NA NA
## 2536 0.16300000 NA NA
## 279 NA NA NA
## 351 0.21475000 NA NA
## 1336 NA NA NA
## 13492 0.40344444 NA NA
## 1356 NA NA NA
## 1417 0.70000000 NA NA
## 15091 NA NA NA
## 1542 NA NA NA
## 2055 NA NA NA
## 2273 NA NA NA
## 2499 0.24833333 NA NA
## 2566 NA NA NA
## 51 0.33202169 0.4405298 NA
## 365 0.37587762 0.4183718 0.0070000
## 552 NA NA NA
## 630 0.29479514 0.2514167 NA
## 1493 NA NA NA
## 1506 NA NA NA
## 1514 NA NA NA
## 1925 NA NA NA
## 2349 NA NA NA
## 2413 NA NA NA
## 2629 0.26742917 NA NA
## 48 NA NA NA
## 246 NA NA NA
## 1428 NA NA NA
## 14872 NA NA NA
## 1503 NA NA NA
## 16981 NA NA NA
## 1700 NA NA NA
## 2169 NA NA NA
## 2178 NA NA NA
## 2626 NA NA NA
## 3951 0.35443750 NA NA
## 1270 NA NA NA
## 1315 NA NA NA
## 1381 NA NA NA
## 16531 NA NA NA
## 1661 NA NA NA
## 2027 NA NA NA
## 2128 NA NA NA
## 1220 NA NA NA
## 1369 NA NA NA
## 1392 0.49800000 NA NA
## 1751 NA NA NA
## 1988 NA NA NA
## 2153 0.33800000 NA NA
## 2167 0.91500000 NA NA
## 2437 0.45462500 NA NA
## 2454 NA NA NA
## 2578 NA NA NA
## 1097 0.30493176 0.3955788 0.1510000
## 1209 NA NA NA
## 1335 NA NA NA
## 1975 NA NA NA
## 2187 NA NA NA
## 2259 NA NA NA
## 2341 NA NA NA
## 2453 NA NA NA
## 2522 NA NA NA
## 574 0.34635138 0.2322526 NA
## 590 0.26566176 NA NA
## 983 0.28415668 0.3385111 0.3962000
## 1013 0.34139423 0.3178414 0.3315000
## 2076 NA NA NA
## 2158 NA NA NA
## 2177 0.09500000 NA NA
## 2324 NA NA NA
## 182 0.24800000 NA NA
## 212 0.00000000 NA NA
## 333 0.33602399 0.4146834 NA
## 609 0.33420533 0.3666013 0.3420000
## 1162 0.00000000 NA NA
## 1286 NA NA NA
## 1426 NA NA NA
## 1611 0.23943750 NA NA
## 1882 0.10500000 NA NA
## 1958 NA NA NA
## 2038 NA NA NA
## 2467 NA NA NA
## 756 0.49400000 NA NA
## 780 0.32983611 0.3414088 NA
## 991 0.34174521 0.3396598 0.2474167
## 1305 0.05700000 NA NA
## 1373 NA NA NA
## 1459 NA NA NA
## 1594 NA NA NA
## 1860 NA NA NA
## 613 0.48145833 0.5135000 NA
## 1108 0.31156746 0.2031315 0.4640000
## 2279 NA NA NA
## 2310 NA NA NA
## 2333 0.00900000 NA NA
## 2348 0.80400000 NA NA
## 2372 NA NA NA
## 2526 NA NA NA
## 2574 NA NA NA
## 111 0.29575417 0.2571667 NA
## 1438 0.08083333 NA NA
## 15041 NA NA NA
## 1811 NA NA NA
## 2092 NA NA NA
## 2131 NA NA NA
## 2410 NA NA NA
## 2539 NA NA NA
## 1111 0.29575417 0.2571667 NA
## 14381 0.08083333 NA NA
## 15042 NA NA NA
## 18111 NA NA NA
## 20921 NA NA NA
## 21311 NA NA NA
## 24101 NA NA NA
## 25391 NA NA NA
## 529 NA NA NA
## 638 NA NA NA
## 951 0.28019722 0.4736250 NA
## 1505 NA NA NA
## 1614 NA NA NA
## 1927 0.22837500 NA NA
## 2481 0.00000000 NA NA
## 2590 NA NA NA
## 467 0.32347361 0.2923472 NA
## xwoba_times_faced_5 xwoba_faced_diff_1_2 xwoba_faced_diff_2_3
## 479 NA -0.0359602183 -0.275325893
## 532 NA -0.0195849206 NA
## 1032 NA 0.0214707465 0.021930857
## 1042 NA -0.0911750000 0.117535714
## 1047 NA -0.1493333333 0.471000000
## 1964 NA NA NA
## 2148 NA NA NA
## 2154 NA NA NA
## 2192 NA -0.2016527778 NA
## 2241 NA -0.2495983245 NA
## 447 NA 0.0243406966 0.023012531
## 490 NA 0.0166987536 0.191947685
## 496 NA 0.0899614638 0.136971429
## 923 NA 0.0418354167 0.011047917
## 1038 NA -0.0132368687 0.031899476
## 1960 NA NA NA
## 1984 NA 0.0938000000 NA
## 1996 NA NA NA
## 2009 NA NA NA
## 2051 NA NA NA
## 2085 NA 0.0629370851 NA
## 342 NA -0.0975708995 0.288916138
## 362 NA -0.0003070259 -0.010081741
## 896 NA 0.0300972222 0.101136905
## 1195 NA NA NA
## 1389 NA NA NA
## 1393 NA NA NA
## 1463 NA NA NA
## 1767 NA -0.0190917027 NA
## 2587 NA 0.1226076389 NA
## 2607 NA NA NA
## 137 NA 0.0297729243 -0.080212871
## 258 NA 0.0224965797 NA
## 377 NA 0.0187581349 -0.130826389
## 1581 NA NA NA
## 1640 NA NA NA
## 2382 NA NA NA
## 2503 NA NA NA
## 2622 NA NA NA
## 69 NA 0.2444211971 NA
## 136 NA -0.0159692999 NA
## 1101 NA -0.0364118924 0.074279639
## 1268 NA 0.1149227613 NA
## 1279 NA NA NA
## 1308 NA NA NA
## 1324 NA NA NA
## 1330 NA NA NA
## 2104 NA NA NA
## 2314 NA NA NA
## 2381 NA NA NA
## 55 NA 0.0727116579 0.029599078
## 1153 NA NA NA
## 1439 NA NA NA
## 1617 NA -0.2361480223 NA
## 1653 NA NA NA
## 1737 NA NA NA
## 1926 NA NA NA
## 2300 NA -0.3435000000 NA
## 238 NA -0.0574368280 0.040507378
## 1077 NA 0.0973494213 0.022361017
## 1159 NA NA NA
## 1253 NA NA NA
## 1387 NA NA NA
## 1450 NA NA NA
## 1915 NA NA NA
## 2483 NA NA NA
## 612 NA 0.0377744709 0.039417011
## 1229 NA -0.0177777778 NA
## 1231 NA NA NA
## 1349 NA 0.0983241213 NA
## 1553 NA NA NA
## 1660 NA -0.0531848309 NA
## 1663 NA 0.3789054945 NA
## 1959 NA NA NA
## 6121 NA 0.0377744709 0.039417011
## 12291 NA -0.0177777778 NA
## 12311 NA NA NA
## 13491 NA 0.0983241213 NA
## 15531 NA NA NA
## 16601 NA -0.0531848309 NA
## 16631 NA 0.3789054945 NA
## 19591 NA NA NA
## 476 NA -0.2645749320 NA
## 527 NA 0.1245314600 -0.220659013
## 576 NA -0.0062825198 NA
## 2047 NA NA NA
## 2118 NA NA NA
## 2133 NA -0.0125831905 NA
## 2134 NA NA NA
## 2139 NA NA NA
## 2181 NA NA NA
## 2190 NA 0.2841720635 NA
## 2205 NA NA NA
## 2206 NA 0.4677922336 NA
## 758 NA -0.0286095685 0.047545455
## 820 NA 0.0092592740 0.028733959
## 1535 NA NA NA
## 1546 NA NA NA
## 1555 NA 0.4173311141 NA
## 1618 NA NA NA
## 1684 NA NA NA
## 1740 NA NA NA
## 1746 NA NA NA
## 2515 NA -0.0796138322 NA
## 2577 NA NA NA
## 537 NA -0.0169561111 -0.007232778
## 960 NA 0.0709133478 -0.010569089
## 1068 NA 0.0718773148 -0.142621759
## 12531 NA NA NA
## 1301 NA 0.0468631519 NA
## 1487 NA NA NA
## 1508 NA NA NA
## 1735 NA NA NA
## 2294 NA NA NA
## 805 NA -0.0373333333 0.465044444
## 1563 NA NA NA
## 1576 NA NA NA
## 1578 NA NA NA
## 1588 NA NA NA
## 1606 NA NA NA
## 1644 NA NA NA
## 1650 NA NA NA
## 1655 NA NA NA
## 1679 NA NA NA
## 1698 NA NA NA
## 1712 NA NA NA
## 1722 NA NA NA
## 1745 NA NA NA
## 2562 NA 0.5399895125 NA
## 366 NA -0.0429993934 0.115576949
## 389 NA NA NA
## 424 NA -0.1750446208 NA
## 1627 NA NA NA
## 1668 NA NA NA
## 2123 NA NA NA
## 2146 NA -0.1598632479 NA
## 21811 NA NA NA
## 231 NA 0.2888388889 NA
## 592 NA 0.1579250882 -0.332587302
## 813 NA 0.0076666667 0.059444444
## 1088 NA -0.0595015432 -0.085070988
## 1449 NA NA NA
## 1670 NA 0.0010675303 NA
## 1945 NA NA NA
## 2306 NA NA NA
## 2527 NA -0.0474277269 NA
## 340 NA NA NA
## 429 0.00 0.0316214150 -0.029509520
## 807 NA 0.0133358586 0.338068074
## 9231 NA 0.0418354167 0.011047917
## 1867 NA NA NA
## 1956 NA 0.0452092593 NA
## 2334 NA NA NA
## 2450 NA NA NA
## 372 NA -0.0047892801 0.026559232
## 412 NA 0.1342485560 -0.304343750
## 775 NA 0.2279444444 NA
## 1358 NA NA NA
## 1448 NA NA NA
## 1899 NA 0.1874222222 NA
## 1939 NA NA NA
## 2302 NA NA NA
## 347 NA NA NA
## 743 0.35 0.0502820423 0.052695322
## 1374 NA NA NA
## 1376 NA NA NA
## 14871 NA NA NA
## 1509 NA NA NA
## 1874 NA NA NA
## 2270 NA NA NA
## 711 NA 0.0166660185 0.032460165
## 10421 NA -0.0911750000 0.117535714
## 1161 NA -0.0700140005 NA
## 1235 NA NA NA
## 1300 NA NA NA
## 1320 NA NA NA
## 2238 NA NA NA
## 2569 NA -0.2388743560 NA
## 395 NA 0.0732493339 NA
## 1429 NA NA NA
## 1440 NA NA NA
## 1443 NA -0.1651432839 NA
## 1474 NA -0.2681475268 NA
## 1501 NA NA NA
## 1502 NA NA NA
## 1504 NA NA NA
## 1516 NA NA NA
## 1922 NA NA NA
## 222 NA NA NA
## 4791 NA -0.0359602183 -0.275325893
## 1254 NA NA NA
## 1343 NA NA NA
## 1671 NA 0.1678588152 NA
## 1705 NA NA NA
## 1719 NA NA NA
## 1830 NA NA NA
## 1172 NA NA NA
## 11951 NA NA NA
## 1311 NA NA NA
## 1313 NA NA NA
## 1353 NA NA NA
## 1360 NA NA NA
## 1895 NA 0.1889757672 NA
## 1983 NA NA NA
## 2248 NA -0.0933790675 NA
## 2357 NA NA NA
## 226 NA NA NA
## 480 NA 0.0901647695 0.129117201
## 845 NA 0.0342444444 -0.046140592
## 1552 NA NA NA
## 1609 NA -0.2563781030 NA
## 1703 NA NA NA
## 1728 NA NA NA
## 2145 NA NA NA
## 249 NA -0.0558129630 0.047628042
## 251 NA -0.0410351361 NA
## 506 NA 0.0568640996 0.006926313
## 556 NA 0.0390112434 -0.081995370
## 1208 NA NA NA
## 1283 NA NA NA
## 1284 NA NA NA
## 2345 NA -0.3274649826 NA
## 2565 NA NA NA
## 317 NA 0.0044851852 0.061784656
## 335 NA NA NA
## 663 NA -0.0163203704 0.154928704
## 1333 NA 0.3452947090 NA
## 1475 NA NA NA
## 19961 NA NA NA
## 2113 NA 0.4852197691 NA
## 2368 NA 0.0397671717 -0.031194444
## 22 NA NA NA
## 63 NA NA NA
## 168 NA -0.0262490810 0.090801190
## 174 NA NA NA
## 673 NA 0.1029000331 -0.047792593
## 1177 NA NA NA
## 1180 NA NA NA
## 1260 NA NA NA
## 1744 NA 0.5187361111 NA
## 1759 NA -0.2762958063 NA
## 2222 NA -0.0527804278 NA
## 2362 NA -0.0878001082 NA
## 2530 NA -0.2473402778 NA
## 2600 NA NA NA
## 2641 NA -0.0783735269 0.016370370
## 7581 NA -0.0286095685 0.047545455
## 1178 NA NA NA
## 1287 NA -0.1475725500 NA
## 1445 NA NA NA
## 19561 NA 0.0452092593 NA
## 2229 NA -0.2014380952 0.203250000
## 2246 NA -0.1112395833 NA
## 2312 NA -0.0354328125 NA
## 2412 NA NA NA
## 173 NA 0.0353029819 -0.161247619
## 315 NA -0.0343979365 0.088970600
## 376 NA 0.6182835253 NA
## 1630 NA NA NA
## 1646 NA 0.4785125000 NA
## 1683 NA NA NA
## 1891 NA -0.1903091787 NA
## 1930 NA NA NA
## 2007 NA NA NA
## 2252 NA -0.3272916667 NA
## 2471 NA -0.3558492674 NA
## 2511 NA -0.1135747475 NA
## 152 NA -0.2319997199 NA
## 307 NA NA NA
## 414 NA NA NA
## 1185 NA NA NA
## 1331 NA NA NA
## 1351 NA NA NA
## 1565 NA NA NA
## 1718 NA NA NA
## 1808 NA NA NA
## 2013 NA -0.0911737165 NA
## 2031 NA NA NA
## 2090 NA 0.0603192240 NA
## 598 NA 0.0479790675 0.138333829
## 1155 NA NA NA
## 13581 NA NA NA
## 1533 NA -0.3019748110 NA
## 2025 NA NA NA
## 2035 NA NA NA
## 2307 NA NA NA
## 2498 NA -0.1209227778 0.281922222
## 5321 NA -0.0195849206 NA
## 975 NA -0.0235897436 -0.039020648
## 1040 NA 0.1831851852 0.128363426
## 1214 NA -0.3518801282 NA
## 1612 NA NA NA
## 2006 NA NA NA
## 2338 NA NA NA
## 2504 NA NA NA
## 2536 NA -0.1230000000 NA
## 279 NA NA NA
## 351 NA -0.0770996392 NA
## 1336 NA NA NA
## 13492 NA 0.0983241213 NA
## 1356 NA NA NA
## 1417 NA 0.4682142857 NA
## 15091 NA NA NA
## 1542 NA NA NA
## 2055 NA NA NA
## 2273 NA NA NA
## 2499 NA -0.0384845066 NA
## 2566 NA NA NA
## 51 NA 0.0013715507 0.108508069
## 365 NA 0.0233563735 0.042494162
## 552 NA NA NA
## 630 NA 0.0345164683 -0.043378472
## 1493 NA NA NA
## 1506 NA NA NA
## 1514 NA NA NA
## 1925 NA NA NA
## 2349 NA NA NA
## 2413 NA NA NA
## 2629 NA -0.0212940397 NA
## 48 NA NA NA
## 246 NA NA NA
## 1428 NA NA NA
## 14872 NA NA NA
## 1503 NA NA NA
## 16981 NA NA NA
## 1700 NA NA NA
## 2169 NA NA NA
## 2178 NA NA NA
## 2626 NA NA NA
## 3951 NA 0.0732493339 NA
## 1270 NA NA NA
## 1315 NA NA NA
## 1381 NA NA NA
## 16531 NA NA NA
## 1661 NA NA NA
## 2027 NA NA NA
## 2128 NA NA NA
## 1220 NA NA NA
## 1369 NA NA NA
## 1392 NA 0.2149510163 NA
## 1751 NA NA NA
## 1988 NA NA NA
## 2153 NA 0.0573914079 NA
## 2167 NA 0.5297220635 NA
## 2437 NA 0.1079976757 NA
## 2454 NA NA NA
## 2578 NA NA NA
## 1097 NA 0.0312632448 0.090647086
## 1209 NA NA NA
## 1335 NA NA NA
## 1975 NA NA NA
## 2187 NA NA NA
## 2259 NA NA NA
## 2341 NA NA NA
## 2453 NA NA NA
## 2522 NA NA NA
## 574 NA 0.0274766562 -0.114098821
## 590 NA -0.0198541348 NA
## 983 NA -0.0099494792 0.054354390
## 1013 NA 0.0459625000 -0.023552788
## 2076 NA NA NA
## 2158 NA NA NA
## 2177 NA -0.2997230159 NA
## 2324 NA NA NA
## 182 NA -0.0572566865 NA
## 212 NA -0.3077112434 NA
## 333 NA 0.0757389657 0.078659363
## 609 NA -0.0596491876 0.032396012
## 1162 NA -0.2781918403 NA
## 1286 NA NA NA
## 1426 NA NA NA
## 1611 NA -0.0698180556 NA
## 1882 NA -0.1840881614 NA
## 1958 NA NA NA
## 2038 NA NA NA
## 2467 NA NA NA
## 756 NA 0.0434444444 NA
## 780 NA 0.0403628472 0.011572661
## 991 NA 0.0017411877 -0.002085389
## 1305 NA -0.2516969061 NA
## 1373 NA NA NA
## 1459 NA NA NA
## 1594 NA NA NA
## 1860 NA NA NA
## 613 NA 0.1260879630 0.032041667
## 1108 NA 0.1025882937 -0.108435989
## 2279 NA NA NA
## 2310 NA NA NA
## 2333 NA -0.2992855311 NA
## 2348 NA 0.4520945280 NA
## 2372 NA NA NA
## 2526 NA NA NA
## 2574 NA NA NA
## 111 NA -0.0358384259 -0.038587500
## 1438 NA -0.2307961787 NA
## 15041 NA NA NA
## 1811 NA NA NA
## 2092 NA NA NA
## 2131 NA NA NA
## 2410 NA NA NA
## 2539 NA NA NA
## 1111 NA -0.0358384259 -0.038587500
## 14381 NA -0.2307961787 NA
## 15042 NA NA NA
## 18111 NA NA NA
## 20921 NA NA NA
## 21311 NA NA NA
## 24101 NA NA NA
## 25391 NA NA NA
## 529 NA NA NA
## 638 NA NA NA
## 951 NA 0.0495083333 0.193427778
## 1505 NA NA NA
## 1614 NA NA NA
## 1927 NA -0.1025542800 NA
## 2481 NA -0.2953778175 NA
## 2590 NA NA NA
## 467 NA 0.1067236111 -0.031126389
## avg_pitch_number_endurance avg_rolling_avg_velocity
## 479 39.66667 92.81111
## 532 25.50000 90.08333
## 1032 NA NA
## 1042 30.00000 87.56667
## 1047 36.00000 92.20000
## 1964 18.50000 90.68333
## 2148 NA NA
## 2154 NA NA
## 2192 NA NA
## 2241 NA NA
## 447 30.42857 94.95714
## 490 NA NA
## 496 44.66667 86.64444
## 923 58.00000 92.18333
## 1038 61.50000 91.10000
## 1960 NA NA
## 1984 18.00000 90.76667
## 1996 NA NA
## 2009 12.00000 92.76667
## 2051 13.00000 84.70000
## 2085 38.00000 95.73333
## 342 NA NA
## 362 46.80000 92.84000
## 896 29.00000 90.63333
## 1195 19.12500 93.85000
## 1389 NA NA
## 1393 30.00000 93.13333
## 1463 NA NA
## 1767 29.00000 89.26667
## 2587 NA NA
## 2607 NA NA
## 137 50.09091 92.79394
## 258 18.00000 93.96667
## 377 72.00000 91.45000
## 1581 NA NA
## 1640 18.00000 93.63333
## 2382 NA NA
## 2503 17.00000 91.75000
## 2622 NA NA
## 69 14.00000 93.28333
## 136 29.33333 92.51667
## 1101 57.50000 90.38333
## 1268 32.00000 90.50000
## 1279 14.50000 92.85000
## 1308 20.00000 92.81667
## 1324 NA NA
## 1330 15.00000 95.80000
## 2104 NA NA
## 2314 30.00000 98.33333
## 2381 17.50000 93.58333
## 55 85.00000 87.31667
## 1153 NA NA
## 1439 NA NA
## 1617 24.00000 93.03333
## 1653 NA NA
## 1737 NA NA
## 1926 13.20000 97.18667
## 2300 NA NA
## 238 37.50000 94.36667
## 1077 41.73333 91.22444
## 1159 NA NA
## 1253 NA NA
## 1387 12.00000 91.85000
## 1450 19.00000 91.20000
## 1915 NA NA
## 2483 NA NA
## 612 40.12500 92.94167
## 1229 NA NA
## 1231 NA NA
## 1349 NA NA
## 1553 23.50000 95.50000
## 1660 16.33333 96.15556
## 1663 NA NA
## 1959 NA NA
## 6121 40.12500 92.94167
## 12291 NA NA
## 12311 NA NA
## 13491 NA NA
## 15531 23.50000 95.50000
## 16601 16.33333 96.15556
## 16631 NA NA
## 19591 NA NA
## 476 19.00000 95.30000
## 527 38.58333 93.30833
## 576 32.00000 93.06667
## 2047 NA NA
## 2118 17.00000 93.83333
## 2133 42.00000 96.60000
## 2134 NA NA
## 2139 NA NA
## 2181 NA NA
## 2190 28.00000 91.60833
## 2205 NA NA
## 2206 28.25000 90.18333
## 758 37.57143 92.16190
## 820 60.00000 88.47778
## 1535 15.00000 94.02222
## 1546 6.00000 96.23333
## 1555 30.00000 96.03333
## 1618 NA NA
## 1684 17.00000 95.04444
## 1740 NA NA
## 1746 NA NA
## 2515 NA NA
## 2577 21.50000 92.76667
## 537 35.66667 88.22222
## 960 54.60000 94.42000
## 1068 18.50000 88.55000
## 12531 NA NA
## 1301 NA NA
## 1487 22.00000 94.00000
## 1508 18.50000 90.21667
## 1735 NA NA
## 2294 NA NA
## 805 NA NA
## 1563 23.00000 92.21667
## 1576 NA NA
## 1578 NA NA
## 1588 NA NA
## 1606 16.33333 93.68889
## 1644 NA NA
## 1650 NA NA
## 1655 NA NA
## 1679 NA NA
## 1698 NA NA
## 1712 NA NA
## 1722 NA NA
## 1745 NA NA
## 2562 18.66667 87.85556
## 366 47.61538 93.14872
## 389 NA NA
## 424 NA NA
## 1627 NA NA
## 1668 20.00000 94.12667
## 2123 NA NA
## 2146 NA NA
## 21811 NA NA
## 231 NA NA
## 592 75.00000 88.20000
## 813 58.00000 88.36667
## 1088 43.80000 91.22000
## 1449 21.50000 95.91667
## 1670 17.00000 94.10000
## 1945 NA NA
## 2306 NA NA
## 2527 NA NA
## 340 22.00000 93.36667
## 429 45.00000 90.96667
## 807 41.85714 97.91429
## 9231 58.00000 92.18333
## 1867 29.00000 98.23333
## 1956 NA NA
## 2334 NA NA
## 2450 NA NA
## 372 40.00000 91.44074
## 412 36.80000 92.72667
## 775 72.00000 90.60000
## 1358 NA NA
## 1448 NA NA
## 1899 NA NA
## 1939 NA NA
## 2302 NA NA
## 347 NA NA
## 743 25.50000 96.30000
## 1374 6.00000 93.30000
## 1376 NA NA
## 14871 22.00000 94.00000
## 1509 13.00000 94.80000
## 1874 NA NA
## 2270 NA NA
## 711 54.83333 96.00556
## 10421 30.00000 87.56667
## 1161 NA NA
## 1235 18.00000 94.41667
## 1300 NA NA
## 1320 8.00000 93.30000
## 2238 NA NA
## 2569 NA NA
## 395 35.50000 91.85000
## 1429 NA NA
## 1440 NA NA
## 1443 30.00000 90.76667
## 1474 26.10000 94.90667
## 1501 23.00000 93.23333
## 1502 NA NA
## 1504 NA NA
## 1516 21.00000 94.15000
## 1922 NA NA
## 222 19.20000 94.22000
## 4791 39.66667 92.81111
## 1254 22.00000 93.90000
## 1343 NA NA
## 1671 NA NA
## 1705 NA NA
## 1719 NA NA
## 1830 NA NA
## 1172 NA NA
## 11951 19.12500 93.85000
## 1311 NA NA
## 1313 NA NA
## 1353 14.33333 93.61111
## 1360 NA NA
## 1895 30.50000 95.48333
## 1983 NA NA
## 2248 23.00000 93.36667
## 2357 NA NA
## 226 21.50000 96.35000
## 480 44.62500 94.79583
## 845 51.00000 92.08333
## 1552 NA NA
## 1609 13.00000 93.99333
## 1703 NA NA
## 1728 16.00000 94.60000
## 2145 NA NA
## 249 37.27273 90.42727
## 251 39.00000 91.80000
## 506 NA NA
## 556 43.00000 89.46667
## 1208 NA NA
## 1283 NA NA
## 1284 16.66667 96.12222
## 2345 20.00000 84.56667
## 2565 NA NA
## 317 70.00000 92.55000
## 335 18.50000 91.91667
## 663 NA NA
## 1333 NA NA
## 1475 NA NA
## 19961 NA NA
## 2113 12.75000 98.70000
## 2368 NA NA
## 22 NA NA
## 63 31.00000 95.10000
## 168 44.20000 93.85333
## 174 NA NA
## 673 18.00000 90.21667
## 1177 NA NA
## 1180 14.00000 96.56667
## 1260 NA NA
## 1744 NA NA
## 1759 31.00000 94.30000
## 2222 NA NA
## 2362 NA NA
## 2530 17.00000 91.65000
## 2600 NA NA
## 2641 22.00000 90.74444
## 7581 37.57143 92.16190
## 1178 24.50000 88.31667
## 1287 15.75000 92.19167
## 1445 NA NA
## 19561 NA NA
## 2229 NA NA
## 2246 NA NA
## 2312 NA NA
## 2412 11.75000 91.12917
## 173 48.80000 95.00000
## 315 41.52381 97.12381
## 376 24.50000 98.40000
## 1630 NA NA
## 1646 NA NA
## 1683 20.50000 95.31667
## 1891 NA NA
## 1930 NA NA
## 2007 NA NA
## 2252 NA NA
## 2471 NA NA
## 2511 26.00000 93.25000
## 152 NA NA
## 307 16.71429 88.08095
## 414 NA NA
## 1185 20.00000 91.86667
## 1331 18.00000 94.93333
## 1351 NA NA
## 1565 NA NA
## 1718 NA NA
## 1808 NA NA
## 2013 21.75000 91.60833
## 2031 NA NA
## 2090 NA NA
## 598 63.66667 89.23333
## 1155 NA NA
## 13581 NA NA
## 1533 19.25000 92.25833
## 2025 24.00000 94.90000
## 2035 NA NA
## 2307 NA NA
## 2498 NA NA
## 5321 25.50000 90.08333
## 975 51.46667 90.35556
## 1040 51.40000 89.85333
## 1214 NA NA
## 1612 NA NA
## 2006 NA NA
## 2338 NA NA
## 2504 NA NA
## 2536 27.00000 91.86667
## 279 9.00000 93.16667
## 351 NA NA
## 1336 34.00000 91.70000
## 13492 NA NA
## 1356 14.00000 95.68333
## 1417 24.00000 90.63333
## 15091 13.00000 94.80000
## 1542 NA NA
## 2055 NA NA
## 2273 NA NA
## 2499 39.00000 92.70000
## 2566 NA NA
## 51 51.40000 90.30000
## 365 NA NA
## 552 14.50000 92.01333
## 630 26.33333 92.47407
## 1493 NA NA
## 1506 NA NA
## 1514 NA NA
## 1925 28.00000 94.40000
## 2349 NA NA
## 2413 NA NA
## 2629 NA NA
## 48 9.00000 93.93333
## 246 NA NA
## 1428 11.00000 98.30000
## 14872 22.00000 94.00000
## 1503 NA NA
## 16981 NA NA
## 1700 18.00000 86.10000
## 2169 NA NA
## 2178 19.00000 91.80000
## 2626 8.00000 92.83333
## 3951 35.50000 91.85000
## 1270 NA NA
## 1315 34.00000 92.83333
## 1381 NA NA
## 16531 NA NA
## 1661 NA NA
## 2027 13.50000 95.65000
## 2128 32.00000 94.26667
## 1220 NA NA
## 1369 NA NA
## 1392 NA NA
## 1751 10.00000 95.93333
## 1988 NA NA
## 2153 16.87500 93.59167
## 2167 7.00000 93.20000
## 2437 24.00000 84.80000
## 2454 26.00000 90.40000
## 2578 NA NA
## 1097 52.12500 90.20000
## 1209 NA NA
## 1335 11.33333 93.86667
## 1975 27.00000 92.76667
## 2187 18.33333 94.00000
## 2259 NA NA
## 2341 NA NA
## 2453 13.00000 90.40000
## 2522 15.00000 87.80000
## 574 NA NA
## 590 19.00000 92.75556
## 983 51.12500 94.80417
## 1013 62.80000 88.82000
## 2076 NA NA
## 2158 NA NA
## 2177 NA NA
## 2324 25.50000 92.08333
## 182 NA NA
## 212 31.00000 95.36667
## 333 68.00000 91.87778
## 609 26.22222 90.99630
## 1162 NA NA
## 1286 NA NA
## 1426 15.44444 95.60741
## 1611 NA NA
## 1882 24.50000 91.96667
## 1958 NA NA
## 2038 19.50000 94.95000
## 2467 NA NA
## 756 NA NA
## 780 39.45000 94.36333
## 991 NA NA
## 1305 16.50000 95.32500
## 1373 NA NA
## 1459 20.00000 93.26667
## 1594 NA NA
## 1860 NA NA
## 613 NA NA
## 1108 40.00000 92.04444
## 2279 NA NA
## 2310 NA NA
## 2333 NA NA
## 2348 13.00000 88.13333
## 2372 NA NA
## 2526 NA NA
## 2574 17.50000 92.83333
## 111 15.00000 85.16667
## 1438 18.00000 94.40000
## 15041 NA NA
## 1811 NA NA
## 2092 NA NA
## 2131 NA NA
## 2410 19.00000 92.56667
## 2539 NA NA
## 1111 15.00000 85.16667
## 14381 18.00000 94.40000
## 15042 NA NA
## 18111 NA NA
## 20921 NA NA
## 21311 NA NA
## 24101 19.00000 92.56667
## 25391 NA NA
## 529 17.00000 91.20000
## 638 NA NA
## 951 NA NA
## 1505 10.00000 95.26667
## 1614 18.66667 94.27778
## 1927 NA NA
## 2481 35.00000 91.50000
## 2590 NA NA
## 467 76.33333 92.94444
## avg_first_pitch_velocity X inning_role length_role matchup_role
## 479 94.47778 2603 none long LHH
## 532 91.78333 145 none none RHH
## 1032 NA 112 start <NA> <NA>
## 1042 89.76667 899 none short none
## 1047 94.16667 830 middle none RHH
## 1964 92.30000 1947 none short none
## 2148 NA 2453 late short none
## 2154 NA 2552 middle medium RHH
## 2192 NA 2215 none medium none
## 2241 NA 2334 middle short none
## 447 96.83333 2449 none long none
## 490 NA 32 none short none
## 496 88.60000 372 none none RHH
## 923 93.85000 2112 none long none
## 1038 92.66667 630 start <NA> <NA>
## 1960 NA 2414 late short LHH
## 1984 92.40000 2309 none short none
## 1996 NA 2517 late short LHH
## 2009 94.50000 2560 none short none
## 2051 86.60000 1944 none short none
## 2085 97.26667 2448 middle none RHH
## 342 NA 2000 none short none
## 362 94.58667 2336 none short none
## 896 92.60000 1691 none none none
## 1195 95.54583 380 none short none
## 1389 NA 312 none short none
## 1393 95.00000 814 late medium LHH
## 1463 NA 448 none short none
## 1767 90.83333 1389 middle short none
## 2587 NA 2190 none short none
## 2607 NA 2444 none none RHH
## 137 94.39091 386 start <NA> <NA>
## 258 95.63333 1299 none short none
## 377 93.25000 2504 none long LHH
## 1581 NA 1588 late short none
## 1640 95.20000 1416 none short none
## 2382 NA 366 none short none
## 2503 93.56667 1415 none short RHH
## 2622 NA 2389 none short none
## 69 94.95000 50 none short none
## 136 94.28889 138 none none none
## 1101 92.07500 1839 start <NA> <NA>
## 1268 92.03333 284 none short none
## 1279 94.55000 277 late short none
## 1308 94.60000 794 none short none
## 1324 NA 718 late short RHH
## 1330 97.38333 86 late short LHH
## 2104 NA 2481 late short none
## 2314 99.96667 877 none short RHH
## 2381 95.53333 148 none short none
## 55 89.11667 80 none long none
## 1153 NA 103 none short RHH
## 1439 NA 864 middle short RHH
## 1617 94.66667 1245 none short none
## 1653 NA 1459 late short RHH
## 1737 NA 991 none short RHH
## 1926 98.88667 963 none short none
## 2300 NA 2488 none short none
## 238 95.96667 1076 start <NA> <NA>
## 1077 92.98667 1066 start <NA> <NA>
## 1159 NA 449 middle short RHH
## 1253 NA 806 late short RHH
## 1387 93.40000 696 none short RHH
## 1450 93.46667 839 middle medium LHH
## 1915 NA 1767 none short RHH
## 2483 NA 1710 none short RHH
## 612 94.65833 1539 none none RHH
## 1229 NA 731 late none RHH
## 1231 NA 565 none short none
## 1349 NA 98 none short none
## 1553 97.18333 1048 none short none
## 1660 97.77778 1357 none short none
## 1663 NA 1612 none short none
## 1959 NA 2401 late short none
## 6121 94.65833 1539 none none RHH
## 12291 NA 731 late none RHH
## 12311 NA 565 none short none
## 13491 NA 98 none short none
## 15531 97.18333 1048 none short none
## 16601 97.77778 1357 none short none
## 16631 NA 1612 none short none
## 19591 NA 2401 late short none
## 476 97.06667 2459 none short none
## 527 95.21111 462 none short RHH
## 576 94.86667 950 none none none
## 2047 NA 2213 late short RHH
## 2118 95.40000 1799 none short none
## 2133 98.60000 2375 middle short none
## 2134 NA 2191 late short RHH
## 2139 NA 1895 none short none
## 2181 NA 2543 late short LHH
## 2190 93.55000 2186 none long none
## 2205 NA 1818 late short none
## 2206 91.80833 1808 none short none
## 758 94.10952 114 start <NA> <NA>
## 820 90.12222 1072 start <NA> <NA>
## 1535 95.60000 738 none short none
## 1546 98.13333 1211 late short none
## 1555 97.76667 1665 middle short none
## 1618 NA 1112 none short none
## 1684 96.84444 1113 none short none
## 1740 NA 1450 none short none
## 1746 NA 1231 none short none
## 2515 NA 1669 none short none
## 2577 94.41667 2422 none short none
## 537 90.01111 485 none long RHH
## 960 96.07333 1838 start <NA> <NA>
## 1068 90.16667 928 start <NA> <NA>
## 12531 NA 806 late short RHH
## 1301 NA 28 none none none
## 1487 95.60000 590 none none none
## 1508 92.25000 607 none short none
## 1735 NA 1750 none short none
## 2294 NA 2581 late short RHH
## 805 NA 1583 start <NA> <NA>
## 1563 93.96667 1096 late short none
## 1576 NA 1617 late short RHH
## 1578 NA 1687 none short none
## 1588 NA 1579 late short RHH
## 1606 95.34444 1020 none short none
## 1644 NA 1019 late short none
## 1650 NA 1484 none none RHH
## 1655 NA 1468 late short RHH
## 1679 NA 1412 none short RHH
## 1698 NA 1461 none short none
## 1712 NA 1572 late short none
## 1722 NA 1522 none short RHH
## 1745 NA 1660 none short none
## 2562 89.57778 2466 none short none
## 366 94.78205 2224 none long none
## 389 NA 2600 none short none
## 424 NA 2496 none short none
## 1627 NA 1646 late medium RHH
## 1668 95.86000 1277 none short none
## 2123 NA 2617 late short none
## 2146 NA 1862 none short none
## 21811 NA 2543 late short LHH
## 231 NA 1599 none short RHH
## 592 89.90000 1205 none short none
## 813 89.90000 1618 start <NA> <NA>
## 1088 92.99333 1682 none long RHH
## 1449 98.01667 152 none short none
## 1670 95.63333 1091 middle short none
## 1945 NA 1794 none short none
## 2306 NA 828 late short none
## 2527 NA 1044 none short RHH
## 340 95.60000 1917 none short none
## 429 93.00000 2177 none long none
## 807 99.63333 1685 start <NA> <NA>
## 9231 93.85000 2112 none long none
## 1867 99.86667 1603 late none none
## 1956 NA 2476 none none none
## 2334 NA 771 late short LHH
## 2450 NA 1144 none short none
## 372 93.42593 2144 start <NA> <NA>
## 412 94.49333 2160 none long none
## 775 92.46667 846 start <NA> <NA>
## 1358 NA 766 late short LHH
## 1448 NA 63 none short none
## 1899 NA 1779 none long RHH
## 1939 NA 2573 late short none
## 2302 NA 374 none short none
## 347 NA 1807 none short RHH
## 743 98.01667 336 start <NA> <NA>
## 1374 94.86667 704 late short none
## 1376 NA 778 none medium RHH
## 14871 95.60000 590 none none none
## 1509 96.30000 896 none short none
## 1874 NA 1707 late short LHH
## 2270 NA 2539 late none none
## 711 97.72222 322 start <NA> <NA>
## 10421 89.76667 899 none short none
## 1161 NA 307 late short none
## 1235 96.07500 274 none short none
## 1300 NA 502 late short RHH
## 1320 95.06667 39 none short none
## 2238 NA 2631 none medium RHH
## 2569 NA 1905 none short RHH
## 395 93.40000 2128 none short none
## 1429 NA 841 none short none
## 1440 NA 905 none short none
## 1443 92.43333 444 none short none
## 1474 96.59000 249 none short none
## 1501 94.80000 466 none short none
## 1502 NA 547 middle short RHH
## 1504 NA 432 none short none
## 1516 95.76667 866 none short none
## 1922 NA 1761 late short none
## 222 96.02667 1089 none short none
## 4791 94.47778 2603 none long LHH
## 1254 95.83333 636 none short none
## 1343 NA 647 late short LHH
## 1671 NA 1475 none short none
## 1705 NA 1308 none short none
## 1719 NA 1219 middle short none
## 1830 NA 1009 none short RHH
## 1172 NA 853 none short none
## 11951 95.54583 380 none short none
## 1311 NA 364 none short none
## 1313 NA 701 middle short none
## 1353 95.65556 59 late short none
## 1360 NA 169 late short RHH
## 1895 97.50000 1437 none short none
## 1983 NA 2278 late short none
## 2248 95.06667 2295 none none none
## 2357 NA 802 middle short RHH
## 226 98.15000 1023 none short none
## 480 96.67500 2207 none long none
## 845 93.68333 1268 start <NA> <NA>
## 1552 NA 1551 none short none
## 1609 95.82667 1170 none short none
## 1703 NA 1614 late short LHH
## 1728 96.16667 1305 none short none
## 2145 NA 2324 late short RHH
## 249 92.39394 911 start <NA> <NA>
## 251 93.56667 1481 none short none
## 506 NA 403 start <NA> <NA>
## 556 91.26667 796 none short RHH
## 1208 NA 56 none short none
## 1283 NA 357 late short none
## 1284 97.75556 158 none short none
## 2345 86.10000 96 none short none
## 2565 NA 1872 none short none
## 317 94.30000 1754 none none none
## 335 93.60000 1875 none short none
## 663 NA 2008 none long RHH
## 1333 NA 401 none short none
## 1475 NA 887 none short RHH
## 19961 NA 2517 late short LHH
## 2113 100.51667 1867 none short none
## 2368 NA 494 none short none
## 22 NA 854 late short none
## 63 96.86667 196 none short none
## 168 95.59333 488 none long none
## 174 NA 1158 none short none
## 673 91.85000 2312 none short none
## 1177 NA 355 none short none
## 1180 98.13333 173 late short none
## 1260 NA 174 none short none
## 1744 NA 937 none short none
## 1759 96.20000 1142 none short none
## 2222 NA 2259 middle short none
## 2362 NA 166 none short LHH
## 2530 93.50000 962 late short none
## 2600 NA 1894 late short RHH
## 2641 92.51111 2236 none none none
## 7581 94.10952 114 start <NA> <NA>
## 1178 90.00000 58 none short none
## 1287 94.06667 759 none none none
## 1445 NA 671 late short LHH
## 19561 NA 2476 none none none
## 2229 NA 2338 none none none
## 2246 NA 2396 none medium none
## 2312 NA 804 none short none
## 2412 92.93750 304 none short none
## 173 96.67333 141 none long none
## 315 98.80317 1274 start <NA> <NA>
## 376 99.95000 2370 none short none
## 1630 NA 1771 late short RHH
## 1646 NA 1634 none short RHH
## 1683 97.08333 1035 late short none
## 1891 NA 1181 none short none
## 1930 NA 2615 middle short RHH
## 2007 NA 1979 none short none
## 2252 NA 2550 late short none
## 2471 NA 945 none short none
## 2511 94.83333 1652 none short none
## 152 NA 477 none short none
## 307 89.88095 1443 none short none
## 414 NA 2038 none short none
## 1185 93.50000 153 late short none
## 1331 96.53333 235 late short none
## 1351 NA 788 late short RHH
## 1565 NA 1537 late short LHH
## 1718 NA 1677 late short none
## 1808 NA 1619 late short none
## 2013 93.21667 1971 none short none
## 2031 NA 2239 late short RHH
## 2090 NA 1890 none short RHH
## 598 90.78889 1399 none long RHH
## 1155 NA 256 none short RHH
## 13581 NA 766 late short LHH
## 1533 93.85000 717 middle short none
## 2025 96.46667 1887 none short none
## 2035 NA 2029 late short none
## 2307 NA 108 none short none
## 2498 NA 1289 none long RHH
## 5321 91.78333 145 none none RHH
## 975 92.01556 2271 start <NA> <NA>
## 1040 91.55333 800 none none RHH
## 1214 NA 433 none short none
## 1612 NA 1559 late short none
## 2006 NA 2531 late short none
## 2338 NA 686 none short none
## 2504 NA 1444 none short none
## 2536 93.36667 1720 middle long LHH
## 279 94.73333 1129 middle short none
## 351 NA 2019 none short none
## 1336 93.76667 427 middle none none
## 13492 NA 98 none short none
## 1356 97.33333 104 none short none
## 1417 92.23333 805 none none none
## 15091 96.30000 896 none short none
## 1542 NA 1215 late short none
## 2055 NA 1804 late short none
## 2273 NA 2407 late short RHH
## 2499 94.40000 1047 none short none
## 2566 NA 1988 none short none
## 51 92.69333 410 none none none
## 365 NA 2210 none long none
## 552 94.11333 544 none short none
## 630 94.28889 1913 none short RHH
## 1493 NA 904 none short none
## 1506 NA 172 late short none
## 1514 NA 710 late short none
## 1925 95.93333 1147 middle short RHH
## 2349 NA 515 none short none
## 2413 NA 908 late short none
## 2629 NA 2410 none short none
## 48 95.70000 436 none short none
## 246 NA 1176 none short none
## 1428 100.60000 851 none short LHH
## 14872 95.60000 590 none none none
## 1503 NA 760 none short none
## 16981 NA 1461 none short none
## 1700 87.96667 1237 none short none
## 2169 NA 2530 late short none
## 2178 93.40000 1795 none short none
## 2626 94.50000 2506 middle short none
## 3951 93.40000 2128 none short none
## 1270 NA 622 none none none
## 1315 94.46667 176 middle short LHH
## 1381 NA 858 late short LHH
## 16531 NA 1459 late short RHH
## 1661 NA 1229 none short none
## 2027 97.21667 2092 late short none
## 2128 95.76667 2400 none short none
## 1220 NA 833 middle short none
## 1369 NA 810 late short RHH
## 1392 NA 517 none short none
## 1751 97.56667 1028 none short none
## 1988 NA 2535 none short none
## 2153 95.37917 1912 middle short RHH
## 2167 95.26667 2314 none none none
## 2437 86.33333 1611 none none RHH
## 2454 91.90000 1004 none short none
## 2578 NA 2032 none short RHH
## 1097 91.81667 2163 start <NA> <NA>
## 1209 NA 308 middle short RHH
## 1335 95.56667 661 none short none
## 1975 94.40000 2404 none short none
## 2187 95.73333 1892 middle short none
## 2259 NA 2526 none short RHH
## 2341 NA 856 middle short LHH
## 2453 92.10000 1446 none short none
## 2522 89.40000 1513 none short none
## 574 NA 1462 none long RHH
## 590 94.34444 1087 none none RHH
## 983 96.45833 2152 start <NA> <NA>
## 1013 90.52667 330 start <NA> <NA>
## 2076 NA 2216 late short none
## 2158 NA 2577 late short LHH
## 2177 NA 2209 middle short none
## 2324 93.95000 165 none short none
## 182 NA 1108 none short none
## 212 96.93333 1283 none short none
## 333 93.52222 2341 start <NA> <NA>
## 609 92.70370 966 start <NA> <NA>
## 1162 NA 83 none short none
## 1286 NA 253 none short none
## 1426 97.60741 285 none short none
## 1611 NA 1550 middle short none
## 1882 93.56667 1575 none short none
## 1958 NA 1974 none short none
## 2038 96.58333 1876 late short none
## 2467 NA 1175 none short none
## 756 NA 875 none long none
## 780 96.02833 592 start <NA> <NA>
## 991 NA 2065 start <NA> <NA>
## 1305 97.14167 62 none short none
## 1373 NA 508 late short none
## 1459 94.86667 171 none short none
## 1594 NA 1557 late short RHH
## 1860 NA 1595 late short none
## 613 NA 1650 none long RHH
## 1108 94.08889 1852 start <NA> <NA>
## 2279 NA 2333 late short none
## 2310 NA 525 middle short RHH
## 2333 NA 202 none short RHH
## 2348 89.63333 581 none short none
## 2372 NA 367 middle short none
## 2526 NA 1725 middle short RHH
## 2574 94.90000 2323 none short none
## 111 87.26667 677 none long none
## 1438 96.16667 599 none short none
## 15041 NA 432 none short none
## 1811 NA 1293 late short none
## 2092 NA 2571 none short none
## 2131 NA 2575 none short none
## 2410 94.13333 907 none short none
## 2539 NA 1985 none short RHH
## 1111 87.26667 677 none long none
## 14381 96.16667 599 none short none
## 15042 NA 432 none short none
## 18111 NA 1293 late short none
## 20921 NA 2571 none short none
## 21311 NA 2575 none short none
## 24101 94.13333 907 none short none
## 25391 NA 1985 none short RHH
## 529 92.70000 526 none short RHH
## 638 NA 2464 none short none
## 951 NA 2060 start <NA> <NA>
## 1505 97.13333 862 none short none
## 1614 95.86667 1243 none short none
## 1927 NA 1801 none short none
## 2481 93.03333 1592 middle short none
## 2590 NA 1884 none short none
## 467 94.50000 2580 none long LHH
## leverage_role in_cluster
## 479 low 0
## 532 low 0
## 1032 <NA> 0
## 1042 low 0
## 1047 low 0
## 1964 high 0
## 2148 low 0
## 2154 low 0
## 2192 low 0
## 2241 low 0
## 447 low 0
## 490 low 0
## 496 low 0
## 923 low 0
## 1038 <NA> 0
## 1960 low 0
## 1984 low 0
## 1996 low 0
## 2009 low 0
## 2051 low 0
## 2085 low 0
## 342 low 0
## 362 low 0
## 896 low 0
## 1195 low 0
## 1389 none 0
## 1393 low 0
## 1463 low 0
## 1767 low 0
## 2587 low 0
## 2607 low 0
## 137 <NA> 0
## 258 none 0
## 377 low 0
## 1581 low 0
## 1640 none 0
## 2382 none 0
## 2503 high 0
## 2622 high 0
## 69 none 0
## 136 low 0
## 1101 <NA> 0
## 1268 high 0
## 1279 high 0
## 1308 high 0
## 1324 low 0
## 1330 high 0
## 2104 low 0
## 2314 low 0
## 2381 high 0
## 55 low 0
## 1153 none 0
## 1439 high 0
## 1617 none 0
## 1653 low 0
## 1737 high 0
## 1926 high 0
## 2300 low 0
## 238 <NA> 0
## 1077 <NA> 0
## 1159 low 0
## 1253 low 0
## 1387 low 0
## 1450 low 0
## 1915 low 0
## 2483 low 0
## 612 low 0
## 1229 low 0
## 1231 low 0
## 1349 low 0
## 1553 high 0
## 1660 low 0
## 1663 high 0
## 1959 low 0
## 6121 low 0
## 12291 low 0
## 12311 low 0
## 13491 low 0
## 15531 high 0
## 16601 low 0
## 16631 high 0
## 19591 low 0
## 476 high 0
## 527 low 0
## 576 none 0
## 2047 low 0
## 2118 high 0
## 2133 high 0
## 2134 low 0
## 2139 high 0
## 2181 low 0
## 2190 low 0
## 2205 high 0
## 2206 low 0
## 758 <NA> 0
## 820 <NA> 0
## 1535 none 0
## 1546 high 0
## 1555 high 0
## 1618 none 0
## 1684 high 0
## 1740 low 0
## 1746 low 0
## 2515 low 0
## 2577 none 0
## 537 low 0
## 960 <NA> 0
## 1068 <NA> 0
## 12531 low 0
## 1301 low 0
## 1487 low 0
## 1508 low 0
## 1735 low 0
## 2294 low 0
## 805 <NA> 0
## 1563 high 0
## 1576 low 0
## 1578 low 0
## 1588 low 0
## 1606 high 0
## 1644 low 0
## 1650 none 0
## 1655 low 0
## 1679 low 0
## 1698 high 0
## 1712 low 0
## 1722 none 0
## 1745 none 0
## 2562 low 0
## 366 low 0
## 389 low 0
## 424 none 0
## 1627 low 0
## 1668 high 0
## 2123 low 0
## 2146 high 0
## 21811 low 0
## 231 none 0
## 592 none 0
## 813 <NA> 0
## 1088 low 0
## 1449 none 0
## 1670 low 0
## 1945 low 0
## 2306 low 0
## 2527 none 0
## 340 none 0
## 429 low 0
## 807 <NA> 0
## 9231 low 0
## 1867 low 0
## 1956 low 0
## 2334 low 0
## 2450 low 0
## 372 <NA> 0
## 412 low 0
## 775 <NA> 0
## 1358 low 0
## 1448 low 0
## 1899 low 0
## 1939 low 0
## 2302 low 0
## 347 none 0
## 743 <NA> 0
## 1374 low 0
## 1376 low 0
## 14871 low 0
## 1509 low 0
## 1874 low 0
## 2270 low 0
## 711 <NA> 0
## 10421 low 0
## 1161 high 0
## 1235 high 0
## 1300 low 0
## 1320 low 0
## 2238 low 0
## 2569 high 0
## 395 none 0
## 1429 none 0
## 1440 low 0
## 1443 none 0
## 1474 low 0
## 1501 none 0
## 1502 none 0
## 1504 low 0
## 1516 none 0
## 1922 low 0
## 222 high 1
## 4791 low 1
## 1254 high 1
## 1343 low 1
## 1671 none 1
## 1705 none 1
## 1719 none 1
## 1830 low 1
## 1172 none 0
## 11951 low 0
## 1311 low 0
## 1313 high 0
## 1353 high 0
## 1360 high 0
## 1895 low 0
## 1983 low 0
## 2248 low 0
## 2357 low 0
## 226 low 0
## 480 none 0
## 845 <NA> 0
## 1552 low 0
## 1609 high 0
## 1703 low 0
## 1728 low 0
## 2145 low 0
## 249 <NA> 0
## 251 none 0
## 506 <NA> 0
## 556 low 0
## 1208 none 0
## 1283 high 0
## 1284 none 0
## 2345 low 0
## 2565 low 0
## 317 none 0
## 335 none 0
## 663 none 0
## 1333 low 0
## 1475 high 0
## 19961 low 0
## 2113 high 0
## 2368 low 0
## 22 none 0
## 63 high 0
## 168 low 0
## 174 high 0
## 673 none 0
## 1177 high 0
## 1180 high 0
## 1260 high 0
## 1744 none 0
## 1759 none 0
## 2222 high 0
## 2362 low 0
## 2530 low 0
## 2600 high 0
## 2641 low 0
## 7581 <NA> 0
## 1178 high 0
## 1287 low 0
## 1445 low 0
## 19561 low 0
## 2229 low 0
## 2246 low 0
## 2312 low 0
## 2412 low 0
## 173 none 0
## 315 <NA> 0
## 376 low 0
## 1630 low 0
## 1646 low 0
## 1683 high 0
## 1891 low 0
## 1930 none 0
## 2007 high 0
## 2252 low 0
## 2471 low 0
## 2511 low 0
## 152 none 0
## 307 low 0
## 414 high 0
## 1185 high 0
## 1331 high 0
## 1351 low 0
## 1565 low 0
## 1718 high 0
## 1808 low 0
## 2013 none 0
## 2031 low 0
## 2090 high 0
## 598 low 0
## 1155 high 0
## 13581 low 0
## 1533 none 0
## 2025 none 0
## 2035 high 0
## 2307 high 0
## 2498 low 0
## 5321 low 0
## 975 <NA> 0
## 1040 low 0
## 1214 low 0
## 1612 low 0
## 2006 low 0
## 2338 high 0
## 2504 low 0
## 2536 low 0
## 279 none 0
## 351 none 0
## 1336 low 0
## 13492 low 0
## 1356 high 0
## 1417 low 0
## 15091 low 0
## 1542 high 0
## 2055 high 0
## 2273 low 0
## 2499 low 0
## 2566 low 0
## 51 none 0
## 365 low 0
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## [ reached 'max' / getOption("max.print") -- omitted 2466 rows ]g_3 <- ggplot(graph_cluster_3,
aes(x = NumberofStuffPitches,
fill = factor(in_cluster))) +
geom_density(alpha = 0.7)
g_3
RyanWeathers3 <- pitch_type_percentages_wide %>%
filter(pitcher == "677960" & game_year == "2021") %>%
group_by(pitcher, times_faced, pitch_type) %>%
summarise(pitch_type_percentage = mean(pitch_type_percentage))## `summarise()` has grouped output by 'pitcher', 'times_faced'. You can override
## using the `.groups` argument.g_5 <- ggplot(data = RyanWeathers3, aes(x = times_faced, y = pitch_type_percentage, color = pitch_type)) +
geom_line(stat = "identity") +
labs(
x = "Times Face",
y = "Pitch Type Percentage",
title = "Ryan Weathers 2021 Pitch Type Percentage by Times Faced"
)
g_5
RyanWeathers4 <- full_table %>%
filter(pitcher == "543548" & year == "2021")
head(RyanWeathers4)## name pitcher throws IP year FA_pct SL_pct CT_pct CB_pct
## 1 Tommy Milone 543548 L 13.3 2021 0.3111892 0.09960923 NA 0.1574431
## CH_pct SF_pct KN_pct XX_pct vFA_sc vFC_sc vFS_sc vFO_sc vSI_sc vSL_sc
## 1 0.4317585 NA NA NA 84.19269 NA NA NA NA 77.70746
## vCU_sc vKC_sc vEP_sc vCH_sc vSC_sc vKN_sc FA_X_sc FC_X_sc FS_X_sc
## 1 72.95496 NA NA 76.47131 NA NA 5.361873 NA NA
## FO_X_sc SI_X_sc SL_X_sc CU_X_sc KC_X_sc EP_X_sc CH_X_sc SC_X_sc KN_X_sc
## 1 NA NA -1.920554 -1.169519 NA NA 9.05891 NA NA
## FA_Z_sc FC_Z_sc FS_Z_sc FO_Z_sc SI_Z_sc SL_Z_sc CU_Z_sc KC_Z_sc EP_Z_sc
## 1 11.24325 NA NA NA NA 2.423069 -2.241513 NA NA
## CH_Z_sc SC_Z_sc KN_Z_sc VAA_CU VAA_FA VAA_FF VAA_SI VAA_SL
## 1 5.696708 NA NA -10.54327 NA -5.745027 NA -8.995069
## VAA_CH VAA_CS VAA_FC VAA_EP VAA_PO VAA_ST VAA_FS VAA_KC VAA_SV VAA_NA
## 1 -8.784906 NA NA NA NA NA NA NA NA NA
## VAA_FO VAA_KN VAA_SC HAA_CU HAA_FA HAA_FF HAA_SI HAA_SL HAA_CH
## 1 NA NA NA -3.642864 NA -2.371525 NA -4.312932 -1.120196
## HAA_CS HAA_FC HAA_EP HAA_PO HAA_ST HAA_FS HAA_KC HAA_SV HAA_NA HAA_FO HAA_KN
## 1 NA NA NA NA NA NA NA NA NA NA NA
## HAA_SC Pit_plus_CH Pit_plus_CU Pit_plus_FA Pit_plus_SI Pit_plus_SL
## 1 NA 95.81177 93.49944 80.69407 NA 71.44723
## Pit_plus_KC Pit_plus_FC Pit_plus_FS Pit_plus_FO Pitching_plus
## 1 NA NA NA NA 88.28828
## NumberofStuffPitches plus_stuff_pitches xwoba xwoba_r xwoba_l K_pct
## 1 0 0 0.3356 0.3497391 0.3013684 0.2614985
## BB_pct K_per_9 NameASCII KsperOut wFB_per_c wSL_per_c wCT_per_c
## 1 0.04619077 10.9424 Tommy Milone 0.405274 -7.932517 -2.223753 NA
## wCB_per_c wCH_per_c wSF_per_c wKN_per_c FA_pct_sc pitch_type_percentage_1_FF
## 1 2.643404 0.5783652 NA NA 0.3111892 0.2862926
## pitch_type_percentage_1_CU pitch_type_percentage_1_SI
## 1 0.1729936 0
## pitch_type_percentage_1_CH pitch_type_percentage_1_SL
## 1 0.4311626 0.1095512
## pitch_type_percentage_1_FC pitch_type_percentage_2_CH
## 1 0 0.45625
## pitch_type_percentage_2_FF pitch_type_percentage_2_SI
## 1 0.225 0
## pitch_type_percentage_2_SL pitch_type_percentage_3_FC
## 1 0.0625 0
## pitch_type_percentage_3_FF pitch_type_percentage_3_SL
## 1 0 0
## pitch_type_percentage_2_FC pitch_type_percentage_3_CH
## 1 0 0
## pitch_type_percentage_3_SI pitch_type_percentage_1_KC
## 1 0 0
## pitch_type_percentage_2_KC pitch_type_percentage_3_KC
## 1 0 0
## pitch_type_percentage_1_ST pitch_type_percentage_2_CU
## 1 0 0.08958333
## pitch_type_percentage_1_FS pitch_type_percentage_2_FS
## 1 0 0
## pitch_type_percentage_3_CU pitch_type_percentage_1_SV
## 1 0 0
## pitch_type_percentage_2_SV pitch_type_percentage_3_SV
## 1 0 0
## pitch_type_percentage_3_FS pitch_type_percentage_2_ST
## 1 0 0
## pitch_type_percentage_3_ST pitch_type_percentage_4_FF
## 1 0 0
## pitch_type_percentage_4_KC pitch_type_percentage_4_SL
## 1 0 0
## pitch_type_percentage_1_NA pitch_type_percentage_4_CH
## 1 0 0
## pitch_type_percentage_1_CS pitch_type_percentage_4_CU
## 1 0 0
## pitch_type_percentage_4_SI pitch_type_percentage_2_FA
## 1 0 0
## pitch_type_percentage_3_EP pitch_type_percentage_1_SC
## 1 0 0
## pitch_type_percentage_4_ST pitch_type_percentage_4_FS
## 1 0 0
## pitch_type_percentage_1_FA pitch_type_percentage_4_FC
## 1 0 0
## pitch_type_percentage_2_CS pitch_type_percentage_3_CS
## 1 0 0
## pitch_type_percentage_1_EP pitch_type_percentage_1_PO
## 1 0 0
## pitch_type_percentage_5_SI pitch_type_percentage_5_SL
## 1 0 0
## pitch_type_percentage_1_KN pitch_type_percentage_4_SV
## 1 0 0
## pitch_type_percentage_2_NA pitch_type_percentage_3_NA
## 1 0 0
## pitch_type_percentage_2_PO pitch_type_percentage_2_KN
## 1 0 0
## pitch_type_percentage_3_KN pitch_type_percentage_5_CH
## 1 0 0
## pitch_type_percentage_4_CS pitch_type_percentage_2_EP
## 1 0 0
## pitch_type_percentage_3_FA pitch_type_percentage_3_PO
## 1 0 0
## pitch_type_percentage_5_CU pitch_type_percentage_5_FF
## 1 0 0
## pitch_type_percentage_5_KC pitch_type_percentage_1_FO
## 1 0 0
## pitch_type_percentage_2_FO pitch_type_percentage_3_FO
## 1 0 0
## pitch_type_percentage_5_FC pitch_type_percentage_2_SC
## 1 0 0
## pitch_type_percentage_4_FO diff_pitch_type_percentage_1_2_diff_CH
## 1 0 0.02508739
## diff_pitch_type_percentage_1_2_diff_FF diff_pitch_type_percentage_1_2_diff_SI
## 1 -0.06129258 0
## diff_pitch_type_percentage_1_2_diff_SL diff_pitch_type_percentage_1_2_diff_FC
## 1 -0.0470512 0
## diff_pitch_type_percentage_1_2_diff_KC diff_pitch_type_percentage_1_2_diff_CU
## 1 0 -0.08341028
## diff_pitch_type_percentage_1_2_diff_FS diff_pitch_type_percentage_1_2_diff_SV
## 1 0 0
## diff_pitch_type_percentage_1_2_diff_ST diff_pitch_type_percentage_1_2_diff_FA
## 1 0 0
## diff_pitch_type_percentage_1_2_diff_CS diff_pitch_type_percentage_1_2_diff_NA
## 1 0 0
## diff_pitch_type_percentage_1_2_diff_PO diff_pitch_type_percentage_1_2_diff_KN
## 1 0 0
## diff_pitch_type_percentage_1_2_diff_EP diff_pitch_type_percentage_1_2_diff_FO
## 1 0 0
## diff_pitch_type_percentage_1_2_diff_SC diff_pitch_type_percentage_2_3_diff_FC
## 1 0 0
## diff_pitch_type_percentage_2_3_diff_FF diff_pitch_type_percentage_2_3_diff_SL
## 1 -0.225 -0.0625
## diff_pitch_type_percentage_2_3_diff_CH diff_pitch_type_percentage_2_3_diff_SI
## 1 -0.45625 0
## diff_pitch_type_percentage_2_3_diff_KC diff_pitch_type_percentage_2_3_diff_CU
## 1 0 -0.08958333
## diff_pitch_type_percentage_2_3_diff_SV diff_pitch_type_percentage_2_3_diff_FS
## 1 0 0
## diff_pitch_type_percentage_2_3_diff_ST diff_pitch_type_percentage_2_3_diff_EP
## 1 0 0
## diff_pitch_type_percentage_2_3_diff_CS diff_pitch_type_percentage_2_3_diff_NA
## 1 0 0
## diff_pitch_type_percentage_2_3_diff_KN diff_pitch_type_percentage_2_3_diff_FA
## 1 0 0
## diff_pitch_type_percentage_2_3_diff_PO diff_pitch_type_percentage_2_3_diff_FO
## 1 0 0
## xwoba_times_faced_1 xwoba_times_faced_2 xwoba_times_faced_3
## 1 0.3572958 0.21435 NA
## xwoba_times_faced_4 xwoba_times_faced_5 xwoba_faced_diff_1_2
## 1 NA NA -0.1429458
## xwoba_faced_diff_2_3 avg_pitch_number_endurance avg_rolling_avg_velocity
## 1 NA NA NA
## avg_first_pitch_velocity X inning_role length_role matchup_role
## 1 NA 363 none none RHH
## leverage_role
## 1 lowRyanWeathers4_long <- RyanWeathers4 %>%
pivot_longer(
cols = starts_with("Pit_plus_"),
names_to = "measurement",
values_to = "value"
)TommyMilone3 <- pitch_type_percentages_wide %>%
filter(pitcher == "543548" & game_year == "2023") %>%
group_by(pitcher, times_faced, pitch_type) %>%
summarise(pitch_type_percentage = mean(pitch_type_percentage))## `summarise()` has grouped output by 'pitcher', 'times_faced'. You can override
## using the `.groups` argument.g_6 <- ggplot(data = TommyMilone3, aes(x = times_faced, y = pitch_type_percentage, color = pitch_type)) +
geom_line(stat = "identity") +
labs(
x = "Times Face",
y = "Pitch Type Percentage",
title = "Tommy Milone 2023 Pitch Type Percentage by Times Faced"
)
g_6